由深度学习三巨头Yoshua Bengio和Yann LeCun牵头创办的人工智能顶会ICLR今年最终收到2594篇投稿，共687篇论文被接收，其中48篇orals，108篇spotlights，531篇posters，录取率为26.5%，相比去年的31.4%略有下降。华人学者占比为47%。这篇博客为大家列出全部录用的论文列表，方便大家自取。

同时，我也为大家归类整理了几个研究领域的论文列表，目的还是为了节省朋友们检索感兴趣领域的论文的宝贵时间。欢迎大家关注微信公众号"语言智能技术笔记簿"一起交流学习。

ICLR 2020录用论文之自然语言处理篇
ICLR 2020录用论文之元学习篇
ICLR 2020录用论文之强化学习篇
ICLR 2020录用论文之图神经网络篇

Spotlight Presentations

Program Guided Agent
链接 | https://openreview.net/pdf?id=BkxUvnEYDH
作者 | Shao-Hua Sun, Te-Lin Wu, Joseph J. Lim
单位 | University of Southern California

Sparse Coding with Gated Learned ISTA
链接 | https://openreview.net/pdf?id=BygPO2VKPH
作者 | Kailun Wu, Yiwen Guo, Ziang Li, Changshui Zhang
单位 | Tsinghua University

Graph Neural Networks Exponentially Lose Expressive Power for Node Classification
链接 | https://openreview.net/pdf?id=S1ldO2EFPr
作者 | Kenta Oono, Taiji Suzuki
单位 | The University of Tokyo

Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells
链接 | https://openreview.net/pdf?id=rJljdh4KDH
作者 | Gengchen Mai, Krzysztof Janowicz, Bo Yan, Rui Zhu, Ling Cai, Ni Lao

InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization
链接 | https://openreview.net/pdf?id=r1lfF2NYvH
作者 | Fan-Yun Sun, Jordan Hoffman, Vikas Verma, Jian Tang
单位 | National Taiwan University; MILA; Harvard University

On Robustness of Neural Ordinary Differential Equations
链接 | https://openreview.net/pdf?id=B1e9Y2NYvS
作者 | Hanshu YAN, Jiawei DU, Vincent TAN, Jiashi FENG
单位 | National University of Singapore

Defending Against Physically Realizable Attacks on Image Classification
链接 | https://openreview.net/pdf?id=H1xscnEKDr
作者 | Tong Wu, Liang Tong, Yevgeniy Vorobeychik
单位 | Washington University in St. Louis

Estimating Gradients for Discrete Random Variables by Sampling without Replacement
链接 | https://openreview.net/pdf?id=rklEj2EFvB
作者 | Wouter Kool, Herke van Hoof, Max Welling
单位 | University of Amsterdam

Learning to Control PDEs with Differentiable Physics
链接 | https://openreview.net/pdf?id=HyeSin4FPB
作者 | Philipp Holl, Nils Thuerey, Vladlen Koltun

Intensity-Free Learning of Temporal Point Processes
链接 | https://openreview.net/pdf?id=HygOjhEYDH
作者 | Oleksandr Shchur, Marin Biloš, Stephan Günnemann

A Signal Propagation Perspective for Pruning Neural Networks at Initialization
链接 | https://openreview.net/pdf?id=HJeTo2VFwH
作者 | Namhoon Lee, Thalaiyasingam Ajanthan, Stephen Gould, Philip H. S. Torr
单位 | University of Oxford; Australian National University

Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets
链接 | https://openreview.net/pdf?id=BJlRs34Fvr
作者 | Dongxian Wu, Yisen Wang, Shu-Tao Xia, James Bailey, Xingjun Ma
单位 | Tsinghua University; Shanghai Jiao Tong University; The University of Melbourne

White Noise Analysis of Neural Networks
链接 | https://openreview.net/pdf?id=H1ebhnEYDH
作者 | Ali Borji, Sikun Lin
单位 | University of California, Santa Barbara

Neural Machine Translation with Universal Visual Representation
链接 | https://openreview.net/pdf?id=Byl8hhNYPS
作者 | Zhuosheng Zhang, Kehai Chen, Rui Wang, Masao Utiyama, Eiichiro Sumita, Zuchao Li, Hai Zhao
单位 | Shanghai Jiao Tong University

Tranquil Clouds: Neural Networks for Learning Temporally Coherent Features in Point Clouds
链接 | https://openreview.net/pdf?id=BJeKh3VYDH
作者 | Lukas Prantl, Nuttapong Chentanez, Stefan Jeschke, Nils Thuerey

PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search
链接 | https://openreview.net/pdf?id=BJlS634tPr
作者 | Yuhui Xu, Lingxi Xie, Xiaopeng Zhang, Xin Chen, Guo-Jun Qi, Qi Tian, Hongkai Xiong
单位 | Shanghai Jiao Tong University; 2Huawei Noah’s Ark La

Online and stochastic optimization beyond Lipschitz continuity: A Riemannian approach
链接 | https://openreview.net/pdf?id=rkxZyaNtwB
作者 | Kimon Antonakopoulos, E. Veronica Belmega, Panayotis Mertikopoulos

Enhancing Adversarial Defense by k-Winners-Take-All
链接 | https://openreview.net/pdf?id=Skgvy64tvr
作者 | Chang Xiao, Peilin Zhong, Changxi Zheng
单位 | Columbia University

Encoding word order in complex embeddings
链接 | https://openreview.net/pdf?id=Hke-WTVtwr
作者 | Benyou Wang, Donghao Zhao, Christina Lioma, Qiuchi Li, Peng Zhang, Jakob Grue Simonsen

DDSP: Differentiable Digital Signal Processing
链接 | https://openreview.net/pdf?id=B1x1ma4tDr
作者 | Jesse Engel, Lamtharn (Hanoi) Hantrakul, Chenjie Gu, Adam Roberts
单位 | Google Research

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation
链接 | https://openreview.net/pdf?id=SJl5Np4tPr
作者 | Hung-Yu Tseng, Hsin-Ying Lee, Jia-Bin Huang, Ming-Hsuan Yang

Ridge Regression: Structure, Cross-Validation, and Sketching
链接 | https://openreview.net/pdf?id=HklRwaEKwB
作者 | Sifan Liu, Edgar Dobriban
单位 | Stanford University; University of Pennsylvania

Finite Depth and Width Corrections to the Neural Tangent Kernel
链接 | https://openreview.net/pdf?id=SJgndT4KwB
作者 | Boris Hanin, Mihai Nica
单位 | Texas A&M University; University of Toronto

Meta-Learning without Memorization
链接 | https://openreview.net/pdf?id=BklEFpEYwS
作者 | Mingzhang Yin, George Tucker, Mingyuan Zhou, Sergey Levine, Chelsea Finn
单位 | UT Austin; Google Research; UC Berkeley; Stanford

Influence-Based Multi-Agent Exploration
链接 | https://openreview.net/pdf?id=BJgy96EYvr
作者 | Tonghan Wang, Jianhao Wang, Yi Wu, Chongjie Zhang
单位 | Tsinghua University

HOPPITY: LEARNING GRAPH TRANSFORMATIONS TO DETECT AND FIX BUGS IN PROGRAMS
链接 | https://openreview.net/pdf?id=SJeqs6EFvB
作者 | Elizabeth Dinella, Hanjun Dai, Ziyang Li, Mayur Naik, Le Song, Ke Wang
单位 | University of Pennsylvania; Google Brain; Georgia Tech

Sliced Cramer Synaptic Consolidation for Preserving Deeply Learned Representations
链接 | https://openreview.net/pdf?id=BJge3TNKwH
作者 | Soheil Kolouri, Nicholas A. Ketz, Andrea Soltoggio, Praveen K. Pilly

How much Position Information Do Convolutional Neural Networks Encode?
链接 | https://openreview.net/pdf?id=rJeB36NKvB
作者 | Md Amirul Islam, Sen Jia, Neil D. B. Bruce

Hamiltonian Generative Networks
链接 | https://openreview.net/pdf?id=HJenn6VFvB
作者 | Aleksandar Botev, Irina Higgins, Andrew Jaegle, Sebastian Racaniere, Danilo J. Rezende, Peter Toth
单位 | DeepMind

CoPhy: Counterfactual Learning of Physical Dynamics
链接 | https://openreview.net/pdf?id=SkeyppEFvS
作者 | Fabien Baradel, Natalia Neverova, Julien Mille, Greg Mori, Christian Wolf

Estimating counterfactual treatment outcomes over time through adversarially balanced representations
链接 | https://openreview.net/pdf?id=BJg866NFvB
作者 | Ioana Bica, Ahmed M Alaa, James Jordon, Mihaela van der Schaar
单位 | University of Oxford; University of California, Los Angeles

Gradientless Descent: High-Dimensional Zeroth-Order Optimization
链接 | https://openreview.net/pdf?id=Skep6TVYDB
作者 | Daniel Golovin, John Karro, Greg Kochanski, Chansoo Lee, Xingyou Song, Qiuyi Zhang
单位 | Google Brain

Conditional Learning of Fair Representations
链接 | https://openreview.net/pdf?id=Hkekl0NFPr
作者 | Han Zhao, Amanda Coston, Tameem Adel, Geoffrey J. Gordon
单位 | Carnegie Mellon University; University of Cambridge

Inductive Matrix Completion Based on Graph Neural Networks
链接 | https://openreview.net/pdf?id=ByxxgCEYDS
作者 | Muhan Zhang, Yixin Chen
单位 | Washington University in St. Louis

Duration-of-Stay Storage Assignment under Uncertainty
链接 | https://openreview.net/pdf?id=Hkx7xRVYDr
作者 | Michael Lingzhi Li, Elliott Wolf, Daniel Wintz

Emergence of functional and structural properties of the head direction system by optimization of recurrent neural networks
链接 | https://openreview.net/pdf?id=HklSeREtPB
作者 | Christopher J. Cueva, Peter Y. Wang, Matthew Chin, Xue-Xin Wei
单位 | Columbia University

Deep neuroethology of a virtual rodent
链接 | https://openreview.net/pdf?id=SyxrxR4KPS
作者 | Josh Merel, Diego Aldarondo, Jesse Marshall, Yuval Tassa, Greg Wayne, Bence Olveczky

Doubly Robust Bias Reduction in Infinite Horizon Off-Policy Estimation
链接 | https://openreview.net/pdf?id=S1glGANtDr
作者 | Ziyang Tang, Yihao Feng, Lihong Li, Dengyong Zhou, Qiang Liu
单位 | The University of Texas at Austin; Google Research

Learning Compositional Koopman Operators for Model-Based Control
链接 | https://openreview.net/pdf?id=H1ldzA4tPr
作者 | Yunzhu Li, Hao He, Jiajun Wu, Dina Katabi, Antonio Torralba
单位 | MIT

CLEVRER: Collision Events for Video Representation and Reasoning
链接 | https://openreview.net/pdf?id=HkxYzANYDB
作者 | Kexin Yi, Chuang Gan, Yunzhu Li, Pushmeet Kohli, Jiajun Wu, Antonio Torralba, Joshua B. Tenenbaum
单位 | Harvard University; MIT

The Logical Expressiveness of Graph Neural Networks
链接 | https://openreview.net/pdf?id=r1lZ7AEKvB
作者 | Pablo Barceló, Egor V. Kostylev, Mikael Monet, Jorge Pérez, Juan Reutter, Juan Pablo Silva

The Break-Even Point on Optimization Trajectories of Deep Neural Networks
链接 | https://openreview.net/pdf?id=r1g87C4KwB
作者 | Stanislaw Jastrzebski, Maciej Szymczak, Stanislav Fort, Devansh Arpit, Jacek Tabor, Kyunghyun Cho, Krzysztof Geras
单位 | New York University; Stanford University; Facebook AI Research; CIFAR

ALBERT: A Lite BERT for Self-supervised Learning of Language Representations
链接 | https://openreview.net/pdf?id=H1eA7AEtvS
作者 | Zhenzhong Lan, Mingda Chen, Sebastian Goodman, Kevin Gimpel, Piyush Sharma, Radu Soricut
单位 | Google Research; Toyota Technological Institute at Chicago

Disentangling neural mechanisms for perceptual grouping
链接 | https://openreview.net/pdf?id=HJxrVA4FDS
作者 | Junkyung Kim, Drew Linsley, Kalpit Thakkar, Thomas Serre
单位 | Brown University

Learning to Plan in High Dimensions via Neural Exploration-Exploitation Trees
链接 | https://openreview.net/pdf?id=rJgJDAVKvB
作者 | Binghong Chen, Bo Dai, Qinjie Lin, Guo Ye, Han Liu, Le Song
单位 | Georgia Institute of Technology; Google Research; Northwestern University

Symplectic Recurrent Neural Networks
链接 | https://openreview.net/pdf?id=BkgYPREtPr
作者 | Zhengdao Chen, Jianyu Zhang, Martin Arjovsky, Léon Bottou
单位 | New York University; Tianjin University; Facebook AI Research

Asymptotics of Wide Networks from Feynman Diagrams
链接 | https://openreview.net/pdf?id=S1gFvANKDS
作者 | Ethan Dyer, Guy Gur-Ari
单位 | Google

Learning The Difference That Makes A Difference With Counterfactually-Augmented Data
链接 | https://openreview.net/pdf?id=Sklgs0NFvr
作者 | Divyansh Kaushik, Eduard Hovy, Zachary Lipton
单位 | Carnegie Mellon University

Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning?
链接 | https://openreview.net/pdf?id=r1genAVKPB
作者 | Simon S. Du, Sham M. Kakade, Ruosong Wang, Lin F. Yang
单位 | University of Washington; Carnegie Mellon University; University of California, Los Angles

Simplified Action Decoder for Deep Multi-Agent Reinforcement Learning
链接 | https://openreview.net/pdf?id=B1xm3RVtwB
作者 | Hengyuan Hu, Jakob N Foerster
单位 | Facebook AI Research

Network Deconvolution
链接 | https://openreview.net/pdf?id=rkeu30EtvS
作者 | Chengxi Ye, Matthew Evanusa, Hua He, Anton Mitrokhin, Tom Goldstein, James A. Yorke, Cornelia Fermuller, Yiannis Aloimonos
单位 | University of Maryland, College Park

Neural Symbolic Reader: Scalable Integration of Distributed and Symbolic Representations for Reading Comprehension
链接 | https://openreview.net/pdf?id=ryxjnREFwH
作者 | Xinyun Chen, Chen Liang, Adams Wei Yu, Denny Zhou, Dawn Song, Quoc V. Le
单位 | UC Berkeley; Google Brain

Real or Not Real, that is the Question
链接 | https://openreview.net/pdf?id=B1lPaCNtPB
作者 | Yuanbo Xiangli, Yubin Deng, Bo Dai, Chen Change Loy, Dahua Lin
单位 | The Chinese University of Hong Kong; Nanyang Technological University

Dream to Control: Learning Behaviors by Latent Imagination
链接 | https://openreview.net/pdf?id=S1lOTC4tDS
作者 | Danijar Hafner, Timothy Lillicrap, Jimmy Ba, Mohammad Norouzi
单位 | University of Toronto; DeepMind; Google Brain

A Probabilistic Formulation of Unsupervised Text Style Transfer
链接 | https://openreview.net/pdf?id=HJlA0C4tPS
作者 | Junxian He, Xinyi Wang, Graham Neubig, Taylor Berg-Kirkpatrick
单位 | Carnegie Mellon University; University of California San Diego

Emergent Tool Use From Multi-Agent Autocurricula
链接 | https://openreview.net/pdf?id=SkxpxJBKwS
作者 | Bowen Baker, Ingmar Kanitscheider, Todor Markov, Yi Wu, Glenn Powell, Bob McGrew, Igor Mordatch
单位 | OpenAI; Google Brain

NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search
链接 | https://openreview.net/pdf?id=HJxyZkBKDr
作者 | Xuanyi Dong, Yi Yang
单位 | University of Technology Sydney; Baidu Research

Strategies for Pre-training Graph Neural Networks
链接 | https://openreview.net/pdf?id=HJlWWJSFDH
作者 | Weihua Hu, Bowen Liu, Joseph Gomes, Marinka Zitnik, Percy Liang, Vijay Pande, Jure Leskovec
单位 | Stanford University; The University of Iowa; Harvard University

Behaviour Suite for Reinforcement Learning
链接 | https://openreview.net/pdf?id=rygf-kSYwH
作者 | Ian Osband, Yotam Doron, Matteo Hessel, John Aslanides, Eren Sezener, Andre Saraiva, Katrina McKinney, Tor Lattimore, Csaba Szepesvari, Satinder Singh, Benjamin Van Roy, Richard Sutton, David Silver, Hado Van Hasselt
单位 | DeepMind

FreeLB: Enhanced Adversarial Training for Natural Language Understanding
链接 | https://openreview.net/pdf?id=BygzbyHFvB
作者 | Chen Zhu, Yu Cheng, Zhe Gan, Siqi Sun, Tom Goldstein, Jingjing Liu
单位 | University of Maryland, College Park; Microsoft

Kernelized Wasserstein Natural Gradient
链接 | https://openreview.net/pdf?id=Hklz71rYvS
作者 | M Arbel, A Gretton, W Li, G Montufar
单位 | University College London; University of California, Los Angeles

And the Bit Goes Down: Revisiting the Quantization of Neural Networks
链接 | https://openreview.net/pdf?id=rJehVyrKwH
作者 | Pierre Stock, Armand Joulin, Rémi Gribonval, Benjamin Graham, Hervé Jégou
单位 | Facebook AI Research

A Latent Morphology Model for Open-Vocabulary Neural Machine Translation
链接 | https://openreview.net/pdf?id=BJxSI1SKDH
作者 | Duygu Ataman, Wilker Aziz, Alexandra Birch
单位 | University of Zurich; University of Amsterdam; University of Edinburgh

Understanding Why Neural Networks Generalize Well Through GSNR of Parameters
链接 | https://openreview.net/pdf?id=HyevIJStwH
作者 | Jinlong Liu, Yunzhi Bai, Guoqing Jiang, Ting Chen, Huayan Wang

Model Based Reinforcement Learning for Atari
链接 | https://openreview.net/pdf?id=S1xCPJHtDB
作者 | Łukasz Kaiser, Mohammad Babaeizadeh, Piotr Miłos, Błażej Osiński, Roy H Campbell, Konrad Czechowski, Dumitru Erhan, Chelsea Finn, Piotr Kozakowski, Sergey Levine, Afroz Mohiuddin, Ryan Sepassi, George Tucker, Henryk Michalewski
单位 | Google Brain

Disagreement-Regularized Imitation Learning
链接 | https://openreview.net/pdf?id=rkgbYyHtwB
作者 | Kiante Brantley, Wen Sun, Mikael Henaff
单位 | University of Maryland; Microsoft Research

Stable Rank Normalization for Improved Generalization in Neural Networks and GANs
链接 | https://openreview.net/pdf?id=H1enKkrFDB
作者 | Amartya Sanyal, Philip H. Torr, Puneet K. Dokania

Measuring the Reliability of Reinforcement Learning Algorithms
链接 | https://openreview.net/pdf?id=SJlpYJBKvH
作者 | Stephanie C.Y. Chan, Samuel Fishman, Anoop Korattikara, John Canny, Sergio Guadarrama
单位 | Google Research; UC Berkeley

Sequential Latent Knowledge Selection for Knowledge-Grounded Dialogue
链接 | https://openreview.net/pdf?id=Hke0K1HKwr
作者 | Byeongchang Kim, Jaewoo Ahn, Gunhee Kim
单位 | Seoul National University

Neural Tangents: Fast and Easy Infinite Neural Networks in Python
链接 | https://openreview.net/pdf?id=SklD9yrFPS
作者 | Roman Novak, Lechao Xiao, Jiri Hron, Jaehoon Lee, Alexander A. Alemi, Jascha Sohl-Dickstein, Samuel S. Schoenholz
单位 | Google Brain; University of Cambridge

Self-labelling via simultaneous clustering and representation learning
链接 | https://openreview.net/pdf?id=Hyx-jyBFPr
作者 | Asano YM., Rupprecht C., Vedaldi A.
单位 | University of Oxford

The intriguing role of module criticality in the generalization of deep networks
链接 | https://openreview.net/pdf?id=S1e4jkSKvB
作者 | Niladri Chatterji, Behnam Neyshabur, Hanie Sedghi

Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks
链接 | https://openreview.net/pdf?id=rkl8sJBYvH
作者 | Sanjeev Arora, Simon S. Du, Zhiyuan Li, Ruslan Salakhutdinov, Ruosong Wang, Dingli Yu
单位 | Princeton University; Carnegie Mellon University

Differentiation of Blackbox Combinatorial Solvers
链接 | https://openreview.net/pdf?id=BkevoJSYPB
作者 | Marin Vlastelica Pogančić, Anselm Paulus, Vit Musil, Georg Martius, Michal Rolinek

Scaling Autoregressive Video Models
链接 | https://openreview.net/pdf?id=rJgsskrFwH
作者 | Dirk Weissenborn, Oscar Täckström, Jakob Uszkoreit

The Ingredients of Real World Robotic Reinforcement Learning
链接 | https://openreview.net/pdf?id=rJe2syrtvS
作者 | Henry Zhu, Justin Yu, Abhishek Gupta, Dhruv Shah, Kristian Hartikainen, Avi Singh, Vikash Kumar, Sergey Levine

Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization
链接 | https://openreview.net/pdf?id=ryeYpJSKwr
作者 | Michael Volpp, Lukas P. Fröhlich, Kirsten Fischer, Andreas Doerr, Stefan Falkner, Frank Hutter, Christian Daniel

Maximum Likelihood Constraint Inference for Inverse Reinforcement Learning
链接 | https://openreview.net/pdf?id=BJliakStvH
作者 | Dexter R.R. Scobee, S. Shankar Sastry
单位 | UC Berkeley

Spectral Embedding of Regularized Block Models
链接 | https://openreview.net/pdf?id=H1l_0JBYwS
作者 | Nathan De Lara, Thomas Bonald

Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models
链接 | https://openreview.net/pdf?id=BkxRRkSKwr
作者 | Xisen Jin, Zhongyu Wei, Junyi Du, Xiangyang Xue, Xiang Ren
单位 | University of Southern California; Fudan University

word2ket: Space-efficient Word Embeddings inspired by Quantum Entanglement
链接 | https://openreview.net/pdf?id=HkxARkrFwB
作者 | Aliakbar Panahi, Seyran Saeedi, Tom Arodz

What Can Neural Networks Reason About?
链接 | https://openreview.net/pdf?id=rJxbJeHFPS
作者 | Keyulu Xu, Jingling Li, Mozhi Zhang, Simon S. Du, Ken-ichi Kawarabayashi, Stefanie Jegelka
单位 | University of Maryland; MIT

Training individually fair ML models with sensitive subspace robustness
链接 | https://openreview.net/pdf?id=B1gdkxHFDH
作者 | Mikhail Yurochkin, Amanda Bower, Yuekai Sun
单位 | IBM Research; University of Michigan

Learning from Rules Generalizing Labeled Exemplars
链接 | https://openreview.net/pdf?id=SkeuexBtDr
作者 | Abhijeet Awasthi, Sabyasachi Ghosh, Rasna Goyal, Sunita Sarawagi

Directional Message Passing for Molecular Graphs
链接 | https://openreview.net/pdf?id=B1eWbxStPH
作者 | Johannes Klicpera, Janek Groß, Stephan Günnemann

Explanation by Progressive Exaggeration
链接 | https://openreview.net/pdf?id=H1xFWgrFPS
作者 | Sumedha Singla, Brian Pollack, Junxiang Chen, Kayhan Batmanghelich
单位 | University of Pittsburgh

Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network
链接 | https://openreview.net/pdf?id=ByeGzlrKwH
作者 | Taiji Suzuki, Hiroshi Abe, Tomoaki Nishimura

At Stability’s Edge: How to Adjust Hyperparameters to Preserve Minima Selection in Asynchronous Training of Neural Networks?
链接 | https://openreview.net/pdf?id=Bkeb7lHtvH
作者 | Niv Giladi, Mor Shpigel Nacson, Elad Hoffer, Daniel Soudry

Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN)
链接 | https://openreview.net/pdf?id=rygeHgSFDH
作者 | Peter Sorrenson, Carsten Rother, Ullrich Köthe

Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
链接 | https://openreview.net/pdf?id=BkgrBgSYDS
作者 | Tri Dao, Nimit Sohoni, Albert Gu, Matthew Eichhorn, Amit Blonder, Megan Leszczynski, Atri Rudra, Christopher Ré
单位 | Stanford University; Cornell University; The State University of New York

Improving Generalization in Meta Reinforcement Learning using Learned Objectives
链接 | https://openreview.net/pdf?id=S1evHerYPr
作者 | Louis Kirsch, Sjoerd van Steenkiste, Juergen Schmidhuber

Drawing Early-Bird Tickets: Toward More Efficient Training of Deep Networks
链接 | https://openreview.net/pdf?id=BJxsrgStvr
作者 | Haoran You, Chaojian Li, Pengfei Xu, Yonggan Fu, Yue Wang, Xiaohan Chen, Richard G. Baraniuk, Zhangyang Wang, Yingyan Lin
单位 | Rice University; Texas A&M University

Truth or backpropaganda? An empirical investigation of deep learning theory
链接 | https://openreview.net/pdf?id=HyxyIgHFvr
作者 | Micah Goldblum, Jonas Geiping, Avi Schwarzschild, Michael Moeller, Tom Goldstein
单位 | University of Maryland;

Neural Arithmetic Units
链接 | https://openreview.net/pdf?id=H1gNOeHKPS
作者 | Andreas Madsen, Alexander Rosenberg Johansen

DeepSphere: a graph-based spherical CNN
链接 | https://openreview.net/pdf?id=B1e3OlStPB
作者 | Michaël Defferrard, Martino Milani, Frédérick Gusset, Nathanaël Perraudin

SUMO: Unbiased Estimation of Log Marginal Probability for Latent Variable Models
链接 | https://openreview.net/pdf?id=SylkYeHtwr
作者 | Yucen Luo, Alex Beatson, Mohammad Norouzi, Jun Zhu, David Duvenaud, Ryan P. Adams, Ricky T. Q. Chen
单位 | Tsinghua University; Princeton University; Google Research; University of Toronto

Deep Learning For Symbolic Mathematics
链接 | https://openreview.net/pdf?id=S1eZYeHFDS
作者 | Guillaume Lample, François Charton
单位 | Facebook AI Research

Making Sense of Reinforcement Learning and Probabilistic Inference
链接 | https://openreview.net/pdf?id=S1xitgHtvS
作者 | Brendan O’Donoghue, Ian Osband, Catalin Ionescu

Unbiased Contrastive Divergence Algorithm for Training Energy-Based Latent Variable Models
链接 | https://openreview.net/pdf?id=r1eyceSYPr
作者 | Yixuan Qiu, Lingsong Zhang, Xiao Wang
单位 | Carnegie Mellon University; Purdue University

A Mutual Information Maximization Perspective of Language Representation Learning
链接 | https://openreview.net/pdf?id=Syx79eBKwr
作者 | Lingpeng Kong, Cyprien de Masson d’Autume, Lei Yu, Wang Ling, Zihang Dai, Dani Yogatama
单位 | DeepMind; Carnegie Mellon University; Google Brain

Energy-based models for atomic-resolution protein conformations
链接 | https://openreview.net/pdf?id=S1e_9xrFvS
作者 | Yilun Du, Joshua Meier, Jerry Ma, Rob Fergus, Alexander Rives
单位 | MIT; Facebook AI Research; New York University

Depth-Width Trade-offs for ReLU Networks via Sharkovsky’s Theorem
链接 | https://openreview.net/pdf?id=BJe55gBtvH
作者 | Vaggos Chatziafratis, Sai Ganesh Nagarajan, Ioannis Panageas, Xiao Wang
单位 | Stanford University; Singapore University of Technology and Design

Generalization of Two-layer Neural Networks: An Asymptotic Viewpoint
链接 | https://openreview.net/pdf?id=H1gBsgBYwH
作者 | Jimmy Ba, Murat Erdogdu, Taiji Suzuki, Denny Wu, Tianzong Zhang
单位 | University of Toronto; Vector Institute; University of Tokyo; Tsinghua University

Reconstructing continuous distributions of 3D protein structure from cryo-EM images
链接 | https://openreview.net/pdf?id=SJxUjlBtwB
作者 | Ellen D. Zhong, Tristan Bepler, Joseph H. Davis, Bonnie Berger
单位 | MIT

PROGRESSIVE LEARNING AND DISENTANGLEMENT OF HIERARCHICAL REPRESENTATIONS
链接 | https://openreview.net/pdf?id=SJxpsxrYPS
作者 | Zhiyuan Li, Jaideep Vitthal Murkute, Prashnna Kumar Gyawali, Linwei Wang
单位 | Rochester Institute of Technology

An Exponential Learning Rate Schedule for Deep Learning
链接 | https://openreview.net/pdf?id=rJg8TeSFDH
作者 | Zhiyuan Li, Sanjeev Arora
单位 | Princeton University

Geom-GCN: Geometric Graph Convolutional Networks
链接 | https://openreview.net/pdf?id=S1e2agrFvS
作者 | Hongbin Pei, Bingzhe Wei, Kevin Chen-Chuan Chang, Yu Lei, Bo Yang

Oral Presentations

CATER: A diagnostic dataset for Compositional Actions & TEmporal Reasoning
链接 | https://openreview.net/pdf?id=HJgzt2VKPB
作者 | Rohit Girdhar, Deva Ramanan
单位 | Carnegie Mellon University; Argo AI

BackPACK: Packing more into Backprop
链接 | https://openreview.net/pdf?id=BJlrF24twB
作者 | Felix Dangel, Frederik Kunstner, Philipp Hennig

GenDICE: Generalized Offline Estimation of Stationary Values
链接 | https://openreview.net/pdf?id=HkxlcnVFwB
作者 | Ruiyi Zhang, Bo Dai, Lihong Li, Dale Schuurmans
单位 | Duke University; Google Brain

Principled Weight Initialization for Hypernetworks
链接 | https://openreview.net/pdf?id=H1lma24tPB
作者 | Oscar Chang, Lampros Flokas, Hod Lipson
单位 | Columbia University

On the Convergence of FedAvg on Non-IID Data
链接 | https://openreview.net/pdf?id=HJxNAnVtDS
作者 | Xiang Li, Kaixuan Huang, Wenhao Yang, Shusen Wang, Zhihua Zhang
单位 | Peking University;

Data-dependent Gaussian Prior Objective for Language Generation
链接 | https://openreview.net/pdf?id=S1efxTVYDr
作者 | Zuchao Li, Rui Wang, Kehai Chen, Masso Utiyama, Eiichiro Sumita, Zhuosheng Zhang, Hai Zhao
单位 | Shanghai Jiao Tong University

Contrastive Learning of Structured World Models
链接 | https://openreview.net/pdf?id=H1gax6VtDB
作者 | Thomas Kipf, Elise van der Pol, Max Welling
单位 | University of Amsterdam

Neural Network Branching for Neural Network Verification
链接 | https://openreview.net/pdf?id=B1evfa4tPB
作者 | Jingyue Lu, M. Pawan Kumar
单位 | University of Oxford

Why Gradient Clipping Accelerates Training: A Theoretical Justification for Adaptivity
链接 | https://openreview.net/pdf?id=BJgnXpVYwS
作者 | Jingzhao Zhang, Tianxing He, Suvrit Sra, Ali Jadbabaie
单位 | MIT

Posterior sampling for multi-agent reinforcement learning: solving extensive games with imperfect information
链接 | https://openreview.net/pdf?id=Syg-ET4FPS
作者 | Yichi Zhou, Jialian Li, Jun Zhu
单位 | Tsinghua University; RealAI

Mogrifier LSTM
链接 | https://openreview.net/pdf?id=SJe5P6EYvS
作者 | Gábor Melis, Tomáš Kočiský, Phil Blunsom
单位 | DeepMind; University of Oxford

Learning Hierarchical Discrete Linguistic Units from Visually-Grounded Speech
链接 | https://openreview.net/pdf?id=B1elCp4KwH
作者 | David Harwath, Wei-Ning Hsu, James Glass
单位 | MIT

Mirror-Generative Neural Machine Translation
链接 | https://openreview.net/pdf?id=HkxQRTNYPH
作者 | Zaixiang Zheng, Hao Zhou, Shujian Huang, Lei Li, Xin-Yu Dai, Jiajun Chen
单位 | Nanjing University

Cyclical Stochastic Gradient MCMC for Bayesian Deep Learning
链接 | https://openreview.net/pdf?id=rkeS1RVtPS
作者 | Ruqi Zhang, Chunyuan Li, Jianyi Zhang, Changyou Chen, Andrew Gordon Wilson
Cornell University; Microsoft Research, Redmond; Duke University; University at Buffalo, SUNY; New York University

Your classifier is secretly an energy based model and you should treat it like one
链接 | https://openreview.net/pdf?id=Hkxzx0NtDB
作者 | Will Grathwohl, Kuan-Chieh Wang, Joern-Henrik Jacobsen, David Duvenaud, Mohammad Norouzi, Kevin Swersky
单位 | University of Toronto; Vector Institute; Google Research

Dynamics-Aware Unsupervised Skill Discovery
链接 | https://openreview.net/pdf?id=HJgLZR4KvH
作者 | Archit Sharma, Shixiang Gu, Sergey Levine, Vikash Kumar, Karol Hausman
单位 | Google Brain

Optimal Strategies Against Generative Attacks
链接 | https://openreview.net/pdf?id=BkgzMCVtPB
作者 | Roy Mor, Erez Peterfreund, Matan Gavish, Amir Globerson

GraphZoom: A Multi-level Spectral Approach for Accurate and Scalable Graph Embedding
链接 | https://openreview.net/pdf?id=r1lGO0EKDH
作者 | Chenhui Deng, Zhiqiang Zhao, Yongyu Wang, Zhiru Zhang, Zhuo Feng
单位 | Cornell University;

Harnessing Structures for Value-Based Planning and Reinforcement Learning
链接 | https://openreview.net/pdf?id=rklHqRVKvH
作者 | Yuzhe Yang, Guo Zhang, Zhi Xu, Dina Katabi
单位 | MIT

Comparing Rewinding and Fine-tuning in Neural Network Pruning
链接 | https://openreview.net/pdf?id=S1gSj0NKvB
作者 | Alex Renda, Jonathan Frankle, Michael Carbin
单位 | MIT

Meta-Q-Learning
链接 | https://openreview.net/pdf?id=SJeD3CEFPH
作者 | Rasool Fakoor, Pratik Chaudhari, Stefano Soatto, Alexander J. Smola
Amazon; University of Pennsylvania

Mathematical Reasoning in Latent Space
链接 | https://openreview.net/pdf?id=Ske31kBtPr
作者 | Dennis Lee, Christian Szegedy, Markus Rabe, Sarah Loos, Kshitij Bansal
单位 | Google Research

A Theory of Usable Information under Computational Constraints
链接 | https://openreview.net/pdf?id=r1eBeyHFDH
作者 | Yilun Xu, Shengjia Zhao, Jiaming Song, Russell Stewart, Stefano Ermon
单位 | Peking University; Stanford University;

Geometric Analysis of Nonconvex Optimization Landscapes for Overcomplete Learning
链接 | https://openreview.net/pdf?id=rygixkHKDH
作者 | Qing Qu, Yuexiang Zhai, Xiao Li, Yuqian Zhang, Zhihui Zhu
单位 | New York University; UC Berkeley; CUHK; Rutgers University

Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds
链接 | https://openreview.net/pdf?id=ryghZJBKPS
作者 | Jordan T. Ash, Chicheng Zhang, Akshay Krishnamurthy, John Langford, Alekh Agarwal
单位 | Princeton University; University of Arizona; Microsoft Research

Understanding and Robustifying Differentiable Architecture Search
链接 | https://openreview.net/pdf?id=H1gDNyrKDS
作者 | Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter

A Closer Look at Deep Policy Gradients
链接 | https://openreview.net/pdf?id=ryxdEkHtPS
作者 | Andrew Ilyas, Logan Engstrom, Shibani Santurkar, Dimitris Tsipras, Firdaus Janoos, Larry Rudolph, Aleksander Madry

Implementation Matters in Deep RL: A Case Study on PPO and TRPO
链接 | https://openreview.net/pdf?id=r1etN1rtPB
作者 | Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Firdaus Janoos, Larry Rudolph, Aleksander Madry

Fast Task Inference with Variational Intrinsic Successor Features
链接 | https://openreview.net/pdf?id=BJeAHkrYDS
作者 | Steven Hansen, Will Dabney, Andre Barreto, David Warde-Farley, Tom Van de Wiele, Volodymyr Mnih
单位 | DeepMind

Learning to Balance: Bayesian Meta-Learning for Imbalanced and Out-of-distribution Tasks
链接 | https://openreview.net/pdf?id=rkeZIJBYvr
作者 | Hae Beom Lee, Hayeon Lee, Donghyun Na, Saehoon Kim, Minseop Park, Eunho Yang, Sung Ju Hwang

RNA Secondary Structure Prediction By Learning Unrolled Algorithms
链接 | https://openreview.net/pdf?id=S1eALyrYDH
作者 | Xinshi Chen, Yu Li, Ramzan Umarov, Xin Gao, Le Song
单位 | Georgia Tech; KAUST; Ant Financial

Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search
链接 | https://openreview.net/pdf?id=BJlQtJSKDB
作者 | Anji Liu, Jianshu Chen, Mingze Yu, Yu Zhai, Xuewen Zhou, Ji Liu
单位 | Tencent AI Lab

Target-Embedding Autoencoders for Supervised Representation Learning
链接 | https://openreview.net/pdf?id=BygXFkSYDH
作者 | Daniel Jarrett, Mihaela van der Schaar
单位 | University of Cambridge; University of California, Los Angeles

Reformer: The Efficient Transformer
链接 | https://openreview.net/pdf?id=rkgNKkHtvB
作者 | Nikita Kitaev, Lukasz Kaiser, Anselm Levskaya
单位 | UC Berkeley; Google Research

Rotation-invariant clustering of neuronal responses in primary visual cortex
链接 | https://openreview.net/pdf?id=rklr9kHFDB
作者 | Ivan Ustyuzhaninov, Santiago A. Cadena, Emmanouil Froudarakis, Paul G. Fahey, Edgar Y. Walker, Erick Cobos, Jacob Reimer, Fabian H. Sinz, Andreas S. Tolias, Matthias Bethge, Alexander S. Ecker

Causal Discovery with Reinforcement Learning
链接 | https://openreview.net/pdf?id=S1g2skStPB
作者 | Shengyu Zhu, Ignavier Ng, Zhitang Chen
Huawei Noah’s Ark Lab; University of Toronto

Intrinsically Motivated Discovery of Diverse Patterns in Self-Organizing Systems
链接 | https://openreview.net/pdf?id=rkg6sJHYDr
作者 | Chris Reinke, Mayalen Etcheverry, Pierre-Yves Oudeyer

Restricting the Flow: Information Bottlenecks for Attribution
链接 | https://openreview.net/pdf?id=S1xWh1rYwB
作者 | Karl Schulz, Leon Sixt, Federico Tombari, Tim Landgraf

Building Deep Equivariant Capsule Networks
链接 | https://openreview.net/pdf?id=BJgNJgSFPS
作者 | Sai Raam Venkataraman, S. Balasubramanian, R. Raghunatha Sarma

A Generalized Training Approach for Multiagent Learning
链接 | https://openreview.net/pdf?id=Bkl5kxrKDr
作者 | Paul Muller, Shayegan Omidshafiei, Mark Rowland, Karl Tuyls, Julien Perolat, Siqi Liu, Daniel Hennes, Luke Marris, Marc Lanctot, Edward Hughes, Zhe Wang, Guy Lever, Nicolas Heess, Thore Graepel, Remi Munos

High Fidelity Speech Synthesis with Adversarial Networks
链接 | https://openreview.net/pdf?id=r1gfQgSFDr
作者 | Mikołaj Bińkowski, Jeff Donahue, Sander Dieleman, Aidan Clark, Erich Elsen, Norman Casagrande, Luis C. Cobo, Karen Simonyan
单位 | Imperial College London; DeepMind

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference
链接 | https://openreview.net/pdf?id=rkgvXlrKwH
作者 | Lasse Espeholt, Raphaël Marinier, Piotr Stanczyk, Ke Wang, Marcin Michalski
单位 | Google Research

Meta-Learning with Warped Gradient Descent
链接 | https://openreview.net/pdf?id=rkeiQlBFPB
作者 | Sebastian Flennerhag, Andrei A. Rusu, Razvan Pascanu, Francesco Visin, Hujun Yin, Raia Hadsell

Convolutional Conditional Neural Processes
链接 | https://openreview.net/pdf?id=Skey4eBYPS
作者 | Jonathan Gordon, Wessel P. Bruinsma, Andrew Y. K. Foong, James Requeima, Yann Dubois, Richard E. Turner
单位 | University of Cambridge

Gradient Descent Maximizes the Margin of Homogeneous Neural Networks
链接 | https://openreview.net/pdf?id=SJeLIgBKPS
作者 | Kaifeng Lyu, Jian Li
单位 | Tsinghua University

Adversarial Training and Provable Defenses: Bridging the Gap
链接 | https://openreview.net/pdf?id=SJxSDxrKDr
作者 | Mislav Balunovic, Martin Vechev

Differentiable Reasoning over a Virtual Knowledge Base
链接 | https://openreview.net/pdf?id=SJxstlHFPH
作者 | Bhuwan Dhingra, Manzil Zaheer, Vidhisha Balachandran, Graham Neubig, Ruslan Salakhutdinov, William W. Cohen
单位 | Carnegie Mellon University; Google Research

Federated Learning with Matched Averaging
链接 | https://openreview.net/pdf?id=BkluqlSFDS
作者 | Hongyi Wang, Mikhail Yurochkin, Yuekai Sun, Dimitris Papailiopoulos, Yasaman Khazaeni
单位 | University of Wisconsin-Madison; IBM Research; University of Michigan

Poster Presentations

Large Batch Optimization for Deep Learning: Training BERT in 76 minutes
链接 | https://openreview.net/pdf?id=Syx4wnEtvH
作者 | Yang You, Jing Li, Sashank Reddi, Jonathan Hseu, Sanjiv Kumar, Srinadh Bhojanapalli, Xiaodan Song, James Demmel, Kurt Keutzer, Cho-Jui Hsieh
单位 | Google; UC Berkeley; UCLA

SELF: Learning to Filter Noisy Labels with Self-Ensembling
链接 | https://openreview.net/pdf?id=HkgsPhNYPS
作者 | Duc Tam Nguyen, Chaithanya Kumar Mummadi, Thi Phuong Nhung Ngo, Thi Hoai Phuong Nguyen, Laura Beggel, Thomas Brox

Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation
链接 | https://openreview.net/pdf?id=HygnDhEtvr
作者 | Yu Chen, Lingfei Wu, Mohammed J. Zaki
单位 | Rensselaer Polytechnic Institute; IBM Research

Sharing Knowledge in Multi-Task Deep Reinforcement Learning
链接 | https://openreview.net/pdf?id=rkgpv2VFvr
作者 | Carlo D’Eramo, Davide Tateo, Andrea Bonarini, Marcello Restelli, Jan Peters

On the Weaknesses of Reinforcement Learning for Neural Machine Translation
链接 | https://openreview.net/pdf?id=H1eCw3EKvH
作者 | Leshem Choshen, Lior Fox, Zohar Aizenbud, Omri Abend

StructPool: Structured Graph Pooling via Conditional Random Fields
链接 | https://openreview.net/pdf?id=BJxg_hVtwH
作者 | Hao Yuan, Shuiwang Ji
单位 | Texas A&M University;

Learning deep graph matching with channel-independent embedding and Hungarian attention
链接 | https://openreview.net/pdf?id=rJgBd2NYPH
作者 | Tianshu Yu, Runzhong Wang, Junchi Yan, Baoxin Li
单位 | Arizona State University; Shanghai Jiao Tong University

Graph inference learning for semi-supervised classification
链接 | https://openreview.net/pdf?id=r1evOhEKvH
作者 | Chunyan Xu, Zhen Cui, Xiaobin Hong, Tong Zhang, Jian Yang, Wei Liu
单位 | Nanjing University of Science and Technology

SQIL: Imitation Learning via Reinforcement Learning with Sparse Rewards
链接 | https://openreview.net/pdf?id=S1xKd24twB
作者 | Siddharth Reddy, Anca D. Dragan, Sergey Levine
单位 | UC Berkeley

Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data
链接 | https://openreview.net/pdf?id=r1eiu2VtwH
作者 | Sergei Popov, Stanislav Morozov, Artem Babenko

Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification
链接 | https://openreview.net/pdf?id=rJlnOhVYPS
作者 | Yixiao Ge, Dapeng Chen, Hongsheng Li
单位 | The Chinese University of Hong Kong

Automatically Discovering and Learning New Visual Categories with Ranking Statistics
链接 | https://openreview.net/pdf?id=BJl2_nVFPB
作者 | Kai Han, Sylvestre-Alvise Rebuffi, Sebastien Ehrhardt, Andrea Vedaldi, Andrew Zisserman
单位 | University of Oxford

Maxmin Q-learning: Controlling the Estimation Bias of Q-learning
链接 | https://openreview.net/pdf?id=Bkg0u3Etwr
作者 | Qingfeng Lan, Yangchen Pan, Alona Fyshe, Martha White
单位 | University of Alberta

Federated Adversarial Domain Adaptation
链接 | https://openreview.net/pdf?id=HJezF3VYPB
作者 | Xingchao Peng, Zijun Huang, Yizhe Zhu, Kate Saenko
单位 | Boston University; Columbia University; Rutgers University

Depth-Adaptive Transformer
链接 | https://openreview.net/pdf?id=SJg7KhVKPH
作者 | Maha Elbayad, Jiatao Gu, Edouard Grave, Michael Auli
单位 | Facebook AI Research

DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures
链接 | https://openreview.net/pdf?id=rylBK34FDS
作者 | Huanrui Yang, Wei Wen, Hai Li
单位 | Duke University

Evaluating The Search Phase of Neural Architecture Search
链接 | https://openreview.net/pdf?id=H1loF2NFwr
作者 | Kaicheng Yu, Christian Sciuto, Martin Jaggi, Claudiu Musat, Mathieu Salzmann

Diverse Trajectory Forecasting with Determinantal Point Processes
链接 | https://openreview.net/pdf?id=ryxnY3NYPS
作者 | Ye Yuan, Kris M. Kitani
单位 | Carnegie Mellon University

ProxSGD: Training Structured Neural Networks under Regularization and Constraints
链接 | https://openreview.net/pdf?id=HygpthEtvr
作者 | Yang Yang, Yaxiong Yuan, Avraam Chatzimichailidis, Ruud JG van Sloun, Lei Lei, Symeon Chatzinotas

LAMOL: LAnguage MOdeling for Lifelong Language Learning
链接 | https://openreview.net/pdf?id=Skgxcn4YDS
作者 | Fan-Keng Sun, Cheng-Hao Ho, Hung-Yi Lee
单位 | MIT; National Taiwan University

Learning Expensive Coordination: An Event-Based Deep RL Approach
链接 | https://openreview.net/pdf?id=ryeG924twB
作者 | Zhenyu Shi, Runsheng Yu, Xinrun Wang, Rundong Wang, Youzhi Zhang, Hanjiang Lai, Bo An
单位 | Nanyang Technological University; Sun Yat-sen University

Curvature Graph Network
链接 | https://openreview.net/pdf?id=BylEqnVFDB
作者 | Ze Ye, Kin Sum Liu, Tengfei Ma, Jie Gao, Chao Chen

Distance-Based Learning from Errors for Confidence Calibration
链接 | https://openreview.net/pdf?id=BJeB5hVtvB
作者 | Chen Xing, Sercan Arik, Zizhao Zhang, Tomas Pfister
单位 | Nankai University; Google

Deep Learning of Determinantal Point Processes via Proper Spectral Sub-gradient
链接 | https://openreview.net/pdf?id=rkeIq2VYPr
作者 | Tianshu Yu, Yikang Li, Baoxin Li
单位 | Arizona State University

N-BEATS: Neural basis expansion analysis for interpretable time series forecasting
链接 | https://openreview.net/pdf?id=r1ecqn4YwB
作者 | Boris N. Oreshkin, Dmitri Carpov, Nicolas Chapados, Yoshua Bengio
单位 | Element AI; MILA

Automated Relational Meta-learning
链接 | https://openreview.net/pdf?id=rklp93EtwH
作者 | Huaxiu Yao, Xian Wu, Zhiqiang Tao, Yaliang Li, Bolin Ding, Ruirui Li, Zhenhui Li
单位 | Pennsylvania State University; University of Notre Dame; Northeastern University; University of California, Los Angeles

To Relieve Your Headache of Training an MRF, Take AdVIL
链接 | https://openreview.net/pdf?id=Sylgsn4Fvr
作者 | Chongxuan Li, Chao Du, Kun Xu, Max Welling, Jun Zhu, Bo Zhang

Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
链接 | https://openreview.net/pdf?id=H1lBj2VFPS
作者 | Xiandong Zhao, Ying Wang, Xuyi Cai, Cheng Liu, Lei Zhang
单位 | Chinese Academy of Sciences

Weakly Supervised Clustering by Exploiting Unique Class Count
链接 | https://openreview.net/pdf?id=B1xIj3VYvr
作者 | Mustafa Umit Oner, Hwee Kuan Lee, Wing-Kin Sung
单位 | National University of Singapore

Scalable and Order-robust Continual Learning with Additive Parameter Decomposition
链接 | https://openreview.net/pdf?id=r1gdj2EKPB
作者 | Jaehong Yoon, Saehoon Kim, Eunho Yang, Sung Ju Hwang

Continual Learning with Adaptive Weights (CLAW)
链接 | https://openreview.net/pdf?id=Hklso24Kwr
作者 | Tameem Adel, Han Zhao, Richard E. Turner
单位 | University of Cambridge; Carnegie Mellon University; Microsoft Research

Transferable Perturbations of Deep Feature Distributions
链接 | https://openreview.net/pdf?id=rJxAo2VYwr
作者 | Nathan Inkawhich, Kevin Liang, Lawrence Carin, Yiran Chen
单位 | Duke University

A Learning-based Iterative Method for Solving Vehicle Routing Problems
链接 | https://openreview.net/pdf?id=BJe1334YDH
作者 | Hao Lu, Xingwen Zhang, Shuang Yang
单位 | Princeton University

Poly-encoders: Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring
链接 | https://openreview.net/pdf?id=SkxgnnNFvH
作者 | Samuel Humeau, Kurt Shuster, Marie-Anne Lachaux, Jason Weston
单位 | Facebook AI Research

AutoQ: Automated Kernel-Wise Neural Network Quantization
链接 | https://openreview.net/pdf?id=rygfnn4twS
作者 | Qian Lou, Feng Guo, Minje Kim, Lantao Liu, Lei Jiang.

Understanding Architectures Learnt by Cell-based Neural Architecture Search
链接 | https://openreview.net/pdf?id=BJxH22EKPS
作者 | Yao Shu, Wei Wang, Shaofeng Cai
单位 | National University of Singapore

SVQN: Sequential Variational Soft Q-Learning Networks
链接 | https://openreview.net/pdf?id=r1xPh2VtPB
作者 | Shiyu Huang, Hang Su, Jun Zhu, Ting Chen
单位 | Tsinghua University

Ranking Policy Gradient
链接 | https://openreview.net/pdf?id=rJld3hEYvS
作者 | Kaixiang Lin, Jiayu Zhou
单位 | Michigan State University

On Mutual Information Maximization for Representation Learning
链接 | https://openreview.net/pdf?id=rkxoh24FPH
作者 | Michael Tschannen, Josip Djolonga, Paul K. Rubenstein, Sylvain Gelly, Mario Lucic
单位 | Google Research

Observational Overfitting in Reinforcement Learning
链接 | https://openreview.net/pdf?id=HJli2hNKDH
作者 | Xingyou Song, Yiding Jiang, Stephen Tu, Yilun Du, Behnam Neyshabur
单位 | Google; MIT

Enhancing Transformation-Based Defenses Against Adversarial Attacks with a Distribution Classifier
链接 | https://openreview.net/pdf?id=BkgWahEFvr
作者 | Connie Kou, Hwee Kuan Lee, Ee-Chien Chang, Teck Khim Ng
单位 | National University of Singapore;

Additive Powers-of-Two Quantization: An Efficient Non-uniform Discretization for Neural Networks
链接 | https://openreview.net/pdf?id=BkgXT24tDS
作者 | Yuhang Li, Xin Dong, Wei Wang
单位 | National University of Singapore; Harvard University

Lazy-CFR: fast and near-optimal regret minimization for extensive games with imperfect information
链接 | https://openreview.net/pdf?id=rJx4p3NYDB
作者 | Yichi Zhou, Tongzheng Ren, Jialian Li, Dong Yan, Jun Zhu
单位 | Tsinghua University; RealAI

Knowledge Consistency between Neural Networks and Beyond
链接 | https://openreview.net/pdf?id=BJeS62EtwH
作者 | Ruofan Liang, Tianlin Li, Longfei Li, Jing Wang, Quanshi Zhang
单位 | Shanghai Jiao Tong University; Huawei Technologies

Image-guided Neural Object Rendering
链接 | https://openreview.net/pdf?id=Hyg9anEFPS
作者 | Justus Thies, Michael Zollhöfer, Christian Theobalt, Marc Stamminger, Matthias Nießner

Implicit Bias of Gradient Descent based Adversarial Training on Separable Data
链接 | https://openreview.net/pdf?id=HkgTTh4FDH
作者 | Yan Li, Ethan X.Fang, Huan Xu, Tuo Zhao
单位 | Georgia Institute of Technology; Pennsylvania State University

TabFact: A Large-scale Dataset for Table-based Fact Verification
链接 | https://openreview.net/pdf?id=rkeJRhNYDH
作者 | Wenhu Chen, Hongmin Wang, Jianshu Chen, Yunkai Zhang, Hong Wang, Shiyang Li, Xiyou Zhou, William Yang Wang

ES-MAML: Simple Hessian-Free Meta Learning
链接 | https://openreview.net/pdf?id=S1exA2NtDB
作者 | Xingyou Song, Wenbo Gao, Yuxiang Yang, Krzysztof Choromanski, Aldo Pacchiano, Yunhao Tang
单位 | Google Brain; UC Berkeley; Columbia University

Neural Stored-program Memory
链接 | https://openreview.net/pdf?id=rkxxA24FDr
作者 | Hung Le, Truyen Tran, Svetha Venkatesh

Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal Generation
链接 | https://openreview.net/pdf?id=H1gzR2VKDH
作者 | Suraj Nair, Chelsea Finn
单位 | Stanford University; Google Brain

Multi-agent Reinforcement Learning for Networked System Control
链接 | https://openreview.net/pdf?id=Syx7A3NFvH
作者 | Tianshu Chu, Sandeep Chinchali, Sachin Katti
单位 | Stanford University

FSPool: Learning Set Representations with Featurewise Sort Pooling
链接 | https://openreview.net/pdf?id=HJgBA2VYwH
作者 | Yan Zhang, Jonathon Hare, Adam Prügel-Bennett

Are Pre-trained Language Models Aware of Phrases? Simple but Strong Baselines for Grammar Induction
链接 | https://openreview.net/pdf?id=H1xPR3NtPB
作者 | Taeuk Kim, Jihun Choi, Daniel Edmiston, Sang-goo Lee
单位 | University of Chicago; Seoul National University

Dynamically Pruned Message Passing Networks for Large-scale Knowledge Graph Reasoning
链接 | https://openreview.net/pdf?id=rkeuAhVKvB
作者 | Xiaoran Xu, Wei Feng, Yunsheng Jiang, Xiaohui Xie, Zhiqing Sun, Zhi-Hong Deng
单位 | Carnegie Mellon University; Peking University

Mixup Inference: Better Exploiting Mixup to Defend Adversarial Attacks
链接 | https://openreview.net/pdf?id=ByxtC2VtPB
作者 | Tianyu Pang, Kun Xu, Jun Zhu
单位 | Tsinghua University; RealAI

Theory and Evaluation Metrics for Learning Disentangled Representations
链接 | https://openreview.net/pdf?id=HJgK0h4Ywr
作者 | Kien Do, Truyen Tran

Measuring Compositional Generalization: A Comprehensive Method on Realistic Data
链接 | https://openreview.net/pdf?id=SygcCnNKwr
作者 | Daniel Keysers, Nathanael Schärli, Nathan Scales, Hylke Buisman, Daniel Furrer, Sergii Kashubin, Nikola Momchev, Danila Sinopalnikov, Lukasz Stafiniak, Tibor Tihon, Dmitry Tsarkov, Xiao Wang, Marc van Zee, Olivier Bousquet
单位 | Google Research

Rethinking Softmax Cross-Entropy Loss for Adversarial Robustness
链接 | https://openreview.net/pdf?id=Byg9A24tvB
作者 | Tianyu Pang, Kun Xu, Yinpeng Dong, Chao Du, Ning Chen, Jun Zhu
单位 | Tsinghua University; RealAI

The Implicit Bias of Depth: How Incremental Learning Drives Generalization
链接 | https://openreview.net/pdf?id=H1lj0nNFwB
作者 | Daniel Gissin, Shai Shalev-Shwartz, Amit Daniely

The Variational Bandwidth Bottleneck: Stochastic Evaluation on an Information Budget
链接 | https://openreview.net/pdf?id=Hye1kTVFDS
作者 | Anirudh Goyal, Yoshua Bengio, Matthew Botvinick, Sergey Levine

Learning the Arrow of Time for Problems in Reinforcement Learning
链接 | https://openreview.net/pdf?id=rylJkpEtwS
作者 | Nasim Rahaman, Steffen Wolf, Anirudh Goyal, Roman Remme, Yoshua Bengio
单位 | MILA

Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives
链接 | https://openreview.net/pdf?id=ryxgJTEYDr
作者 | Anirudh Goyal, Shagun Sodhani, Jonathan Binas, Xue Bin Peng, Sergey Levine, Yoshua Bengio

Robust Local Features for Improving the Generalization of Adversarial Training
链接 | https://openreview.net/pdf?id=H1lZJpVFvr
作者 | Chuanbiao Song, Kun He, Jiadong Lin, Liwei Wang, John E. Hopcroft
单位 | Huazhong University of Science and Technology; Peking University; Cornell University

Analysis of Video Feature Learning in Two-Stream CNNs on the Example of Zebrafish Swim Bout Classification
链接 | https://openreview.net/pdf?id=rJgQkT4twH
作者 | Bennet Breier, Arno Onken
单位 | The University of Edinburgh

Learning Disentangled Representations for CounterFactual Regression
链接 | https://openreview.net/pdf?id=HkxBJT4YvB
作者 | Negar Hassanpour, Russell Greiner
单位 | University of Alberta

Exploration in Reinforcement Learning with Deep Covering Options
链接 | https://openreview.net/pdf?id=SkeIyaVtwB
作者 | Yuu Jinnai, Jee Won Park, Marlos C. Machado, George Konidaris
单位 | Brown University; Google Brain

AE-OT: A NEW GENERATIVE MODEL BASED ON EXTENDED SEMI-DISCRETE OPTIMAL TRANSPORT
链接 | https://openreview.net/pdf?id=HkldyTNYwH
作者 | Dongsheng An, Yang Guo, Na Lei, Zhongxuan Luo, Shing-Tung Yau, Xianfeng Gu
单位 | Stony Brook University; Dalian University of Technolog; Harvard University

Logic and the 2-Simplicial Transformer
链接 | https://openreview.net/pdf?id=rkecJ6VFvr
作者 | James Clift, Dmitry Doryn, Daniel Murfet, James Wallbridge
单位 | University of Melbourne

Watch, Try, Learn: Meta-Learning from Demonstrations and Rewards
链接 | https://openreview.net/pdf?id=SJg5J6NtDr
作者 | Allan Zhou, Eric Jang, Daniel Kappler, Alex Herzog, Mohi Khansari, Paul Wohlhart, Yunfei Bai, Mrinal Kalakrishnan, Sergey Levine, Chelsea Finn
单位 | Google Brain; UC Berkeley; Stanford

Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object Tracking
链接 | https://openreview.net/pdf?id=rJl31TNYPr
作者 | Yunhan Jia, Yantao Lu, Junjie Shen, Qi Alfred Chen, Hao Chen, Zhenyu Zhong, Tao Wei

DivideMix: Learning with Noisy Labels as Semi-supervised Learning
链接 | https://openreview.net/pdf?id=HJgExaVtwr
作者 | Junnan Li, Richard Socher, Steven C.H. Hoi
单位 | Salesforce Research

Improving Adversarial Robustness Requires Revisiting Misclassified Examples
链接 | https://openreview.net/pdf?id=rklOg6EFwS
作者 | Yisen Wang, Difan Zou, Jinfeng Yi, James Bailey, Xingjun Ma, Quanquan Gu
单位 | Shanghai Jiao Tong University; University of California, Los Angles; JD.com; University of Melbourne

V-MPO: On-Policy Maximum a Posteriori Policy Optimization for Discrete and Continuous Control
链接 | https://openreview.net/pdf?id=SylOlp4FvH
作者 | H. Francis Song, Abbas Abdolmaleki, Jost Tobias Springenberg, Aidan Clark, Hubert Soyer, Jack W. Rae, Seb Noury, Arun Ahuja, Siqi Liu, Dhruva Tirumala, Nicolas Heess, Dan Belov, Martin Riedmiller, Matthew M. Botvinick
单位 | DeepMind

Interpretable Complex-Valued Neural Networks for Privacy Protection
链接 | https://openreview.net/pdf?id=S1xFl64tDr
作者 | Liyao Xiang, Hao Zhang, Haotian Ma, Yifan Zhang, Jie Ren, Quanshi Zhang
单位 | Shanghai Jiao Tong University; South China University of Technology

Accelerating SGD with momentum for over-parameterized learning
链接 | https://openreview.net/pdf?id=r1gixp4FPH
作者 | Chaoyue Liu, Mikhail Belkin
单位 | The Ohio State University;

A critical analysis of self-supervision, or what we can learn from a single image
链接 | https://openreview.net/pdf?id=B1esx6EYvr
作者 | Asano YM., Rupprecht C., Vedaldi A.
单位 | University of Oxford

Disentangling Factors of Variations Using Few Labels
链接 | https://openreview.net/pdf?id=SygagpEKwB
作者 | Francesco Locatello, Michael Tschannen, Stefan Bauer, Gunnar Rätsch, Bernhard Schölkopf, Olivier Bachem
单位 | Google Research

Functional vs. parametric equivalence of ReLU networks
链接 | https://openreview.net/pdf?id=Bylx-TNKvH
作者 | Mary Phuong, Christoph H. Lampert

Input Complexity and Out-of-distribution Detection with Likelihood-based Generative Models
链接 | https://openreview.net/pdf?id=SyxIWpVYvr
作者 | Joan Serrà, David Álvarez, Vicenç Gómez, Olga Slizovskaia, José F. Núñez, Jordi Luque

RTFM: Generalising to New Environment Dynamics via Reading
链接 | https://openreview.net/pdf?id=SJgob6NKvH
作者 | Victor Zhong, Tim Rocktäschel, Edward Grefenstette
单位 | University of Washington; University College London; Facebook AI Research

What graph neural networks cannot learn: depth vs width
链接 | https://openreview.net/pdf?id=B1l2bp4YwS
作者 | Andreas Loukas

Progressive Memory Banks for Incremental Domain Adaptation
链接 | https://openreview.net/pdf?id=BkepbpNFwr
作者 | Nabiha Asghar, Lili Mou, Kira A. Selby, Kevin D. Pantasdo, Pascal Poupart, Xin Jiang
单位 | University of Waterloo; Vector Institute; University of Alberta

Automated curriculum generation through setter-solver interactions
链接 | https://openreview.net/pdf?id=H1e0Wp4KvH
作者 | Sebastien Racaniere, Andrew Lampinen, Adam Santoro, David Reichert, Vlad Firoiu, Timothy Lillicrap
单位 | DeepMind

On Identifiability in Transformers
链接 | https://openreview.net/pdf?id=BJg1f6EFDB
作者 | Gino Brunner, Yang Liu, Damian Pascual, Oliver Richter, Massimiliano Ciaramita, Roger Wattenhofer
单位 | ETH Zurich; Google Research

Exploring Model-based Planning with Policy Networks
链接 | https://openreview.net/pdf?id=H1exf64KwH
作者 | Tingwu Wang, Jimmy Ba
单位 | University of Toronto; Vector Institute

Learning Self-Correctable Policies and Value Functions from Demonstrations with Negative Sampling
链接 | https://openreview.net/pdf?id=rke-f6NKvS
作者 | Yuping Luo, Huazhe Xu, Tengyu Ma
单位 | Princeton University; University of California, Berkeley; Stanford University

Geometric Insights into the Convergence of Nonlinear TD Learning
链接 | https://openreview.net/pdf?id=SJezGp4YPr
作者 | David Brandfonbrener, Joan Bruna
单位 | New York University

Few-shot Text Classification with Distributional Signatures
链接 | https://openreview.net/pdf?id=H1emfT4twB
作者 | Yujia Bao, Menghua Wu, Shiyu Chang, Regina Barzilay
单位 | MIT; IBM Research

Escaping Saddle Points Faster with Stochastic Momentum
链接 | https://openreview.net/pdf?id=rkeNfp4tPr
作者 | Jun-Kun Wang, Chi-Heng Lin, Jacob Abernethy
单位 | Georgia Institute of Technology

Adversarial Policies: Attacking Deep Reinforcement Learning
链接 | https://openreview.net/pdf?id=HJgEMpVFwB
作者 | Adam Gleave, Michael Dennis, Cody Wild, Neel Kant, Sergey Levine, Stuart Russell
单位 | University of California, Berkeley

VideoFlow: A Conditional Flow-Based Model for Stochastic Video Generation
链接 | https://openreview.net/pdf?id=rJgUfTEYvH
作者 | Manoj Kumar, Mohammad Babaeizadeh, Dumitru Erhan, Chelsea Finn, Sergey Levine, Laurent Dinh, Durk Kingma
单位 | Google Research

GLAD: Learning Sparse Graph Recovery
链接 | https://openreview.net/pdf?id=BkxpMTEtPB
作者 | Harsh Shrivastava, Xinshi Chen, Binghong Chen, Guanghui Lan, Srinivas Aluru, Han Liu, Le Song
单位 | Georgia Institute of Technology; Northwestern University

Pruned Graph Scattering Transforms
链接 | https://openreview.net/pdf?id=rJeg7TEYwB
作者 | Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis

Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model
链接 | https://openreview.net/pdf?id=BJlzm64tDH
作者 | Wenhan Xiong, Jingfei Du, William Yang Wang, Veselin Stoyanov
单位 | University of California, Santa Barbara; Facebook AI

Can gradient clipping mitigate label noise?
链接 | https://openreview.net/pdf?id=rklB76EKPr
作者 | Aditya Krishna Menon, Ankit Singh Rawat, Sashank J. Reddi, Sanjiv Kumar
单位 | Google Research

Editable Neural Networks
链接 | https://openreview.net/pdf?id=HJedXaEtvS
作者 | Anton Sinitsin, Vsevolod Plokhotnyuk, Dmitry Pyrkin, Sergei Popov, Artem Babenko

LEARNING EXECUTION THROUGH NEURAL CODE FUSION
链接 | https://openreview.net/pdf?id=SJetQpEYvB
作者 | Zhan Shi, Kevin Swersky, Daniel Tarlow, Parthasarathy Ranganathan, Milad Hashemi
单位 | University of Texas at Austin; Google Research

FasterSeg: Searching for Faster Real-time Semantic Segmentation
链接 | https://openreview.net/pdf?id=BJgqQ6NYvB
作者 | Wuyang Chen, Xinyu Gong, Xianming Liu, Qian Zhang, Yuan Li, Zhangyang Wang
单位 | Texas A&M University

Difference-Seeking Generative Adversarial Network–Unseen Sample Generation
链接 | https://openreview.net/pdf?id=rygjmpVFvB
作者 | Yi Lin Sung, Sung-Hsien Hsieh, Soo-Chang Pei, Chun-Shien Lu

Stochastic AUC Maximization with Deep Neural Networks
链接 | https://openreview.net/pdf?id=HJepXaVYDr
作者 | Mingrui Liu, Zhuoning Yuan, Yiming Ying, Tianbao Yang

Semantically-Guided Representation Learning for Self-Supervised Monocular Depth
链接 | https://openreview.net/pdf?id=ByxT7TNFvH
作者 | Vitor Guizilini, Rui Hou, Jie Li, Rares Ambrus, Adrien Gaidon
单位 | University of Michigan

MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius
链接 | https://openreview.net/pdf?id=rJx1Na4Fwr
作者 | Runtian Zhai, Chen Dan, Di He, Huan Zhang, Boqing Gong, Pradeep Ravikumar, Cho-Jui Hsieh, Liwei Wang
单位 | Peking University; CMU; UCLA; Google

Detecting and Diagnosing Adversarial Images with Class-Conditional Capsule Reconstructions
链接 | https://openreview.net/pdf?id=Skgy464Kvr
作者 | Yao Qin, Nicholas Frosst, Sara Sabour, Colin Raffel, Garrison Cottrell, Geoffrey Hinton

Adversarial Example Detection and Classification with Asymmetrical Adversarial Training
链接 | https://openreview.net/pdf?id=SJeQEp4YDH
作者 | Xuwang Yin, Soheil Kolouri, Gustavo K Rohde
单位 | University of Virginia

Variational Recurrent Models for Solving Partially Observable Control Tasks
链接 | https://openreview.net/pdf?id=r1lL4a4tDB
作者 | Dongqi Han, Kenji Doya, Jun Tani

Population-Guided Parallel Policy Search for Reinforcement Learning
链接 | https://openreview.net/pdf?id=rJeINp4KwH
作者 | Whiyoung Jung, Giseung Park, Youngchul Sung

Compositional languages emerge in a neural iterated learning model
链接 | https://openreview.net/pdf?id=HkePNpVKPB
作者 | Yi Ren, Shangmin Guo, Matthieu Labeau, Shay B. Cohen, Simon Kirby
单位 | University of Edinburgh; University of Cambridge

Black-Box Adversarial Attack with Transferable Model-based Embedding
链接 | https://openreview.net/pdf?id=SJxhNTNYwB
作者 | Zhichao Huang, Tong Zhang

I Am Going MAD: Maximum Discrepancy Competition for Comparing Classifiers Adaptively
链接 | https://openreview.net/pdf?id=rJehNT4YPr
作者 | Haotao Wang, Tianlong Chen, Zhangyang Wang, Kede Ma
单位 | Texas A&M University; City University of Hong Kong

Mixout: Effective Regularization to Finetune Large-scale Pretrained Language Models
链接 | https://openreview.net/pdf?id=HkgaETNtDB
作者 | Cheolhyoung Lee, Kyunghyun Cho, Wanmo Kang

Q-learning with UCB Exploration is Sample Efficient for Infinite-Horizon MDP
链接 | https://openreview.net/pdf?id=BkglSTNFDB
作者 | Yuanhao Wang, Kefan Dong, Xiaoyu Chen, Liwei Wang
单位 | Tsinghua University; Peking University

Deep Network Classification by Scattering and Homotopy Dictionary Learning
链接 | https://openreview.net/pdf?id=SJxWS64FwH
作者 | John Zarka, Louis Thiry, Tomas Angles, Stephane Mallat

Data-Independent Neural Pruning via Coresets
链接 | https://openreview.net/pdf?id=H1gmHaEKwB
作者 | Ben Mussay, Margarita Osadchy, Vladimir Braverman, Samson Zhou, Dan Feldman

Bounds on Over-Parameterization for Guaranteed Existence of Descent Paths in Shallow ReLU Networks
链接 | https://openreview.net/pdf?id=BkgXHTNtvS
作者 | Arsalan Sharifnassab, Saber Salehkaleybar, S. Jamaloddin Golestani

Novelty Detection Via Blurring
链接 | https://openreview.net/pdf?id=ByeNra4FDB
作者 | Sungik Choi, Sae-Young Chung

Piecewise linear activations substantially shape the loss surfaces of neural networks
链接 | https://openreview.net/pdf?id=B1x6BTEKwr
作者 | Fengxiang He, Bohan Wang, Dacheng Tao
单位 | University of Sydney

Relational State-Space Model for Stochastic Multi-Object Systems
链接 | https://openreview.net/pdf?id=B1lGU64tDr
作者 | Fan Yang, Ling Chen, Fan Zhou, Yusong Gao, Wei Cao
单位 | Zhejiang University

Learning Efficient Parameter Server Synchronization Policies for Distributed SGD
链接 | https://openreview.net/pdf?id=rJxX8T4Kvr
作者 | Rong Zhu, Sheng Yang, Andreas Pfadler, Zhengping Qian, Jingren Zhou

Action Semantics Network: Considering the Effects of Actions in Multiagent Systems
链接 | https://openreview.net/pdf?id=ryg48p4tPH
作者 | Weixun Wang, Tianpei Yang, Yong Liu, Jianye Hao, Xiaotian Hao, Yujing Hu, Yingfeng Chen, Changjie Fan, Yang Gao
单位 | Tianjin University; Nanjing University; Noah’s Ark Lab; NetEase Fuxi AI Lab

Vid2Game: Controllable Characters Extracted from Real-World Videos
链接 | https://openreview.net/pdf?id=SkxBUpEKwH
作者 | Oran Gafni, Lior Wolf, Yaniv Taigman

Self-Adversarial Learning with Comparative Discrimination for Text Generation
链接 | https://openreview.net/pdf?id=B1l8L6EtDS
作者 | Wangchunshu Zhou, Tao Ge, Ke Xu, Furu Wei, Ming Zhou
单位 | Beihang University; Microsoft Research Asia

Robust training with ensemble consensus
链接 | https://openreview.net/pdf?id=ryxOUTVYDH
作者 | Jisoo Lee, Sae-Young Chung

Identifying through Flows for Recovering Latent Representations
链接 | https://openreview.net/pdf?id=SklOUpEYvB
作者 | Shen Li, Bryan Hooi, Gim Hee Lee
单位 | National University of Singapore

Certified Robustness for Top-k Predictions against Adversarial Perturbations via Randomized Smoothing
链接 | https://openreview.net/pdf?id=BkeWw6VFwr
作者 | Jinyuan Jia, Xiaoyu Cao, Binghui Wang, Neil Zhenqiang Gong
单位 | Duke University

Optimistic Exploration even with a Pessimistic Initialisation
链接 | https://openreview.net/pdf?id=r1xGP6VYwH
作者 | Tabish Rashid, Bei Peng, Wendelin Boehmer, Shimon Whiteson
单位 | University of Oxford

VL-BERT: Pre-training of Generic Visual-Linguistic Representations
链接 | https://openreview.net/pdf?id=SygXPaEYvH
作者 | Weijie Su, Xizhou Zhu, Yue Cao, Bin Li, Lewei Lu, Furu Wei, Jifeng Dai
单位 | University of Science and Technology of China; Microsoft Research Asia

Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation
链接 | https://openreview.net/pdf?id=SkxSv6VFvS
作者 | Hang Gao, Xizhou Zhu, Stephen Lin, Jifeng Dai
单位 | UC Berkeley; University of Science and Technology of China; Microsoft Research Asia

Ensemble Distribution Distillation
链接 | https://openreview.net/pdf?id=BygSP6Vtvr
作者 | Andrey Malinin, Bruno Mlodozeniec, Mark Gales
单位 | University of Cambridge

Gap-Aware Mitigation of Gradient Staleness
链接 | https://openreview.net/pdf?id=B1lLw6EYwB
作者 | Saar Barkai, Ido Hakimi, Assaf Schuster

Counterfactuals uncover the modular structure of deep generative models
链接 | https://openreview.net/pdf?id=SJxDDpEKvH
作者 | Michel Besserve, Arash Mehrjou, Rémy Sun, Bernhard Schölkopf

Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video
链接 | https://openreview.net/pdf?id=BJeKwTNFvB
作者 | Miguel Jaques, Michael Burke, Timothy Hospedales
单位 | University of Edinburgh;

An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality
链接 | https://openreview.net/pdf?id=HJeiDpVFPr
作者 | Silviu Pitis, Harris Chan, Kiarash Jamali, Jimmy Ba
单位 | University of Toronto; Vector Institute

A Constructive Prediction of the Generalization Error Across Scales
链接 | https://openreview.net/pdf?id=ryenvpEKDr
作者 | Jonathan S. Rosenfeld, Amir Rosenfeld, Yonatan Belinkov, Nir Shavit
单位 | MIT; Harvard University

Scalable Neural Methods for Reasoning With a Symbolic Knowledge Base
链接 | https://openreview.net/pdf?id=BJlguT4YPr
作者 | William W. Cohen, Haitian Sun, R. Alex Hofer, Matthew Siegler
单位 | Google

CLN2INV: Learning Loop Invariants with Continuous Logic Networks
链接 | https://openreview.net/pdf?id=HJlfuTEtvB
作者 | Gabriel Ryan, Justin Wong, Jianan Yao, Ronghui Gu, Suman Jana
单位 | Columbia University

NAS evaluation is frustratingly hard
链接 | https://openreview.net/pdf?id=HygrdpVKvr
作者 | Antoine Yang, Pedro M. Esperança, Fabio M. Carlucci

Efficient and Information-Preserving Future Frame Prediction and Beyond
链接 | https://openreview.net/pdf?id=B1eY_pVYvB
作者 | Wei Yu, Yichao Lu, Steve Easterbrook, Sanja Fidler
单位 | University of Toronto; Vector Institute; Nvidia

Order Learning and Its Application to Age Estimation
链接 | https://openreview.net/pdf?id=HygsuaNFwr
作者 | Kyungsun Lim, Nyeong-Ho Shin, Young-Yoon Lee, Chang-Su Kim

ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning
链接 | https://openreview.net/pdf?id=HJgJtT4tvB
作者 | Weihao Yu, Zihang Jiang, Yanfei Dong, Jiashi Feng
单位 | National University of Singapore

AssembleNet: Searching for Multi-Stream Neural Connectivity in Video Architectures
链接 | https://openreview.net/pdf?id=SJgMK64Ywr
作者 | Michael S. Ryoo, AJ Piergiovanni, Mingxing Tan, Anelia Angelova
单位 | Google Research

Adversarially Robust Representations with Smooth Encoders
链接 | https://openreview.net/pdf?id=H1gfFaEYDS
作者 | Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy (Dj) Dvijotham, Pushmeet Kohli
单位 | DeepMind

From Variational to Deterministic Autoencoders
链接 | https://openreview.net/pdf?id=S1g7tpEYDS
作者 | Partha Ghosh, Mehdi S. M. Sajjadi, Antonio Vergari, Michael Black, Bernhard Scholkopf

Computation Reallocation for Object Detection
链接 | https://openreview.net/pdf?id=SkxLFaNKwB
作者 | Feng Liang, Chen Lin, Ronghao Guo, Ming Sun, Wei Wu, Junjie Yan, Wanli Ouyang
单位 | University of Sydney; Sensetime

Finding and Visualizing Weaknesses of Deep Reinforcement Learning Agents
链接 | https://openreview.net/pdf?id=rylvYaNYDH
作者 | Christian Rupprecht, Cyril Ibrahim, Christopher J. Pal
单位 | University of Oxford; Element AI; MILA

A Fair Comparison of Graph Neural Networks for Graph Classification
链接 | https://openreview.net/pdf?id=HygDF6NFPB
作者 | Federico Errica, Marco Podda, Davide Bacciu, Alessio Micheli

Generalization bounds for deep convolutional neural networks
链接 | https://openreview.net/pdf?id=r1e_FpNFDr
作者 | Philip M. Long, Hanie Sedghi
单位 | Google Brain

SAdam: A Variant of Adam for Strongly Convex Functions
链接 | https://openreview.net/pdf?id=rye5YaEtPr
作者 | Guanghui Wang, Shiyin Lu, Quan Cheng, Wei-wei Tu, Lijun Zhang
单位 | Nanjing University

Continual Learning with Bayesian Neural Networks for Non-Stationary Data
链接 | https://openreview.net/pdf?id=SJlsFpVtDB
作者 | Richard Kurle, Botond Cseke, Alexej Klushyn, Patrick van der Smagt, Stephan Günnemann

Multiplicative Interactions and Where to Find Them
链接 | https://openreview.net/pdf?id=rylnK6VtDH
作者 | Siddhant M. Jayakumar, Wojciech M. Czarnecki, Jacob Menick, Jonathan Schwarz, Jack Rae, Simon Osindero, Yee Whye Teh, Tim Harley, Razvan Pascanu
单位 | DeepMind

FEW-SHOT LEARNING ON GRAPHS VIA SUPER-CLASSES BASED ON GRAPH SPECTRAL MEASURES
链接 | https://openreview.net/pdf?id=Bkeeca4Kvr
作者 | Jatin Chauhan, Deepak Nathani, Manohar Kaul

On Computation and Generalization of Generative Adversarial Imitation Learning
链接 | https://openreview.net/pdf?id=BJl-5pNKDB
作者 | Minshuo Chen, Yizhou Wang, Tianyi Liu, Zhuoran Yang, Xingguo Li, Zhaoran Wang, Tuo Zhao
单位 | Georgia Tech; Xian Jiaotong University; Princeton University; Northwestern University

A Target-Agnostic Attack on Deep Models: Exploiting Security Vulnerabilities of Transfer Learning
链接 | https://openreview.net/pdf?id=BylVcTNtDS
作者 | Shahbaz Rezaei, Xin Liu
单位 | University of California, Davis

Low-Resource Knowledge-Grounded Dialogue Generation
链接 | https://openreview.net/pdf?id=rJeIcTNtvS
作者 | Xueliang Zhao, Wei Wu, Chongyang Tao, Can Xu, Dongyan Zhao, Rui Yan
单位 | Peking University; Microsoft

Deep 3D Pan via Local adaptive “t-shaped” convolutions with global and local adaptive dilations
链接 | https://openreview.net/pdf?id=B1gF56VYPH
作者 | Juan Luis Gonzalez Bello, Munchurl Kim

Tree-Structured Attention with Hierarchical Accumulation
链接 | https://openreview.net/pdf?id=HJxK5pEYvr
作者 | Xuan-Phi Nguyen, Shafiq Joty, Steven Hoi, Richard Socher
单位 | Salesforce Research; Nanyang Technological University

The asymptotic spectrum of the Hessian of DNN throughout training
链接 | https://openreview.net/pdf?id=SkgscaNYPS
作者 | Arthur Jacot, Franck Gabriel, Clement Hongler

Actor-Critic Provably Finds Nash Equilibria of Linear-Quadratic Mean-Field Games
链接 | https://openreview.net/pdf?id=H1lhqpEYPr
作者 | Zuyue Fu, Zhuoran Yang, Yongxin Chen, Zhaoran Wang
单位 | Northwestern University; Princeton University; Georgia Institute of Technology

In Search for a SAT-friendly Binarized Neural Network Architecture
链接 | https://openreview.net/pdf?id=SJx-j64FDr
作者 | Nina Narodytska, Hongce Zhang, Aarti Gupta, Toby Walsh
单位 | Princeton University;

Generative Ratio Matching Networks
链接 | https://openreview.net/pdf?id=SJg7spEYDS
作者 | Akash Srivastava, Kai Xu, Michael U. Gutmann, Charles Sutton
单位 | MIT; University of Edinburgh; Google

Learning to Represent Programs with Property Signatures
链接 | https://openreview.net/pdf?id=rylHspEKPr
作者 | Augustus Odena, Charles Sutton
单位 | Google Research

V4D: 4D Convonlutional Neural Networks for Video-level Representation Learning
链接 | https://openreview.net/pdf?id=SJeLopEYDH
作者 | Shiwen Zhang, Sheng Guo, Weilin Huang, Matthew R. Scott, Limin Wang
单位 | Nanjing University

Option Discovery using Deep Skill Chaining
链接 | https://openreview.net/pdf?id=B1gqipNYwH
作者 | Akhil Bagaria, George Konidaris
单位 | Brown University

Quantifying the Cost of Reliable Photo Authentication via High-Performance Learned Lossy Representations
链接 | https://openreview.net/pdf?id=HyxG3p4twS
作者 | Pawel Korus, Nasir Memon
单位 | New York University

On the Variance of the Adaptive Learning Rate and Beyond
链接 | https://openreview.net/pdf?id=rkgz2aEKDr
作者 | Liyuan Liu, Haoming Jiang, Pengcheng He, Weizhu Chen, Xiaodong Liu, Jianfeng Gao, Jiawei Han
单位 | University of Illinois, Urbana-Champaign; Georgia Tech; Microsoft Research

Dynamical Distance Learning for Semi-Supervised and Unsupervised Skill Discovery
链接 | https://openreview.net/pdf?id=H1lmhaVtvr
作者 | Kristian Hartikainen, Xinyang Geng, Tuomas Haarnoja, Sergey Levine

A Theoretical Analysis of the Number of Shots in Few-Shot Learning
链接 | https://openreview.net/pdf?id=HkgB2TNYPS
作者 | Tianshi Cao, Marc T Law, Sanja Fidler
单位 | University of Toronto; Vector Institute; NVIDIA

Unsupervised Model Selection for Variational Disentangled Representation Learning
链接 | https://openreview.net/pdf?id=SyxL2TNtvr
作者 | Sunny Duan, Loic Matthey, Andre Saraiva, Nick Watters, Chris Burgess, Alexander Lerchner, Irina Higgins
单位 | DeepMind

Feature Interaction Interpretability: A Case for Explaining Ad-Recommendation Systems via Neural Interaction Detection
链接 | https://openreview.net/pdf?id=BkgnhTEtDS
作者 | Michael Tsang, Dehua Cheng, Hanpeng Liu, Xue Feng, Eric Zhou, Yan Liu
单位 | University of Southern California; Facebook AI

Understanding the Limitations of Variational Mutual Information Estimators
链接 | https://openreview.net/pdf?id=B1x62TNtDS
作者 | Jiaming Song, Stefano Ermon
单位 | Stanford University

GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations
链接 | https://openreview.net/pdf?id=BkxfaTVFwH
作者 | Martin Engelcke, Adam R. Kosiorek, Oiwi Parker Jones, Ingmar Posner
单位 | University of Oxford;

Language GANs Falling Short
链接 | https://openreview.net/pdf?id=BJgza6VtPB
作者 | Massimo Caccia, Lucas Caccia, William Fedus, Hugo Larochelle, Joelle Pineau, Laurent Charlin
单位 | MILA; McGill University

Stochastic Conditional Generative Networks with Basis Decomposition
链接 | https://openreview.net/pdf?id=S1lSapVtwS
作者 | Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu
单位 | Duke University

LEARNED STEP SIZE QUANTIZATION
链接 | https://openreview.net/pdf?id=rkgO66VKDS
作者 | Steven K. Esser, Jeffrey L. McKinstry, Deepika Bablani, Rathinakumar Appuswamy, Dharmendra S. Modha
单位 | IBM Research

On the “steerability” of generative adversarial networks
链接 | https://openreview.net/pdf?id=HylsTT4FvB
作者 | Ali Jahanian, Lucy Chai, Phillip Isola
单位 | MIT

Reinforced active learning for image segmentation
链接 | https://openreview.net/pdf?id=SkgC6TNFvr
作者 | Arantxa Casanova, Pedro O. Pinheiro, Negar Rostamzadeh, Christopher J. Pal
单位 | MILA; Element AI

Sign Bits Are All You Need for Black-Box Attacks
链接 | https://openreview.net/pdf?id=SygW0TEFwH
作者 | Abdullah Al-Dujaili, Una-May O’Reilly
单位 | MIT

Deep Semi-Supervised Anomaly Detection
链接 | https://openreview.net/pdf?id=HkgH0TEYwH
作者 | Lukas Ruff, Robert A. Vandermeulen, Nico Görnitz, Alexander Binder, Emmanuel Müller, Klaus-Robert Müller, Marius Kloft

Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints
链接 | https://openreview.net/pdf?id=HyxLRTVKPH
作者 | Mengtian Li, Ersin Yumer, Deva Ramanan
单位 | Carnegie Mellon University; Uber; Argo AI

Minimizing FLOPs to Learn Efficient Sparse Representations
链接 | https://openreview.net/pdf?id=SygpC6Ntvr
作者 | Biswajit Paria, Chih-Kuan Yeh, Ian E.H. Yen, Ning Xu, Pradeep Ravikumar, Barnabás Póczos
单位 | Carnegie Mellon University; Moffett AI; Amazon

Reanalysis of Variance Reduced Temporal Difference Learning
链接 | https://openreview.net/pdf?id=S1ly10EKDS
作者 | Tengyu Xu, Zhe Wang, Yi Zhou, Yingbin Liang
单位 | Ohio State University; University of Utah

Imitation Learning via Off-Policy Distribution Matching
链接 | https://openreview.net/pdf?id=Hyg-JC4FDr
作者 | Ilya Kostrikov, Ofir Nachum, Jonathan Tompson
单位 | Google Research

Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML
链接 | https://openreview.net/pdf?id=rkgMkCEtPB
作者 | Aniruddh Raghu, Maithra Raghu, Samy Bengio, Oriol Vinyals
单位 | MIT; Cornell University; Google Brain

Augmenting Genetic Algorithms with Deep Neural Networks for Exploring the Chemical Space
链接 | https://openreview.net/pdf?id=H1lmyRNFvr
作者 | AkshatKumar Nigam, Pascal Friederich, Mario Krenn, Alan Aspuru-Guzik
单位 | University of Toronto

Improved Sample Complexities for Deep Neural Networks and Robust Classification via an All-Layer Margin
链接 | https://openreview.net/pdf?id=HJe_yR4Fwr
作者 | Colin Wei, Tengyu Ma
单位 | Stanford University

Identity Crisis: Memorization and Generalization Under Extreme Overparameterization
链接 | https://openreview.net/pdf?id=B1l6y0VFPr
作者 | Chiyuan Zhang, Samy Bengio, Moritz Hardt, Michael C. Mozer, Yoram Singer
单位 | Google Research; UC Berkeley; Princeton University

ReMixMatch: Semi-Supervised Learning with Distribution Matching and Augmentation Anchoring
链接 | https://openreview.net/pdf?id=HklkeR4KPB
作者 | David Berthelot, Nicholas Carlini, Ekin D. Cubuk, Alex Kurakin, Kihyuk Sohn, Han Zhang, Colin Raffel
单位 | Google Research

Adaptive Structural Fingerprints for Graph Attention Networks
链接 | https://openreview.net/pdf?id=BJxWx0NYPr
作者 | Kai Zhang, Yaokang Zhu, Jun Wang, Jie Zhang
单位 | East Chine Normal University; Fudan University

CAQL: Continuous Action Q-Learning
链接 | https://openreview.net/pdf?id=BkxXe0Etwr
作者 | Moonkyung Ryu, Yinlam Chow, Ross Anderson, Christian Tjandraatmadja, Craig Boutilier
单位 | Google Research

Learning Heuristics for Quantified Boolean Formulas through Reinforcement Learning
链接 | https://openreview.net/pdf?id=BJluxREKDB
作者 | Gil Lederman, Markus Rabe, Sanjit Seshia, Edward A. Lee
单位 | UC Berkeley; Google Research

Pure and Spurious Critical Points: a Geometric Study of Linear Networks
链接 | https://openreview.net/pdf?id=rkgOlCVYvB
作者 | Matthew Trager, Kathlén Kohn, Joan Bruna
单位 | New York University

Neural Text Generation With Unlikelihood Training
链接 | https://openreview.net/pdf?id=SJeYe0NtvH
作者 | Sean Welleck, Ilia Kulikov, Stephen Roller, Emily Dinan, Kyunghyun Cho, Jason Weston
单位 | New York University; Facebook AI Research; CIFAR

Semi-Supervised Generative Modeling for Controllable Speech Synthesis
链接 | https://openreview.net/pdf?id=rJeqeCEtvH
作者 | Raza Habib, Soroosh Mariooryad, Matt Shannon, Eric Battenberg, RJ Skerry-Ryan, Daisy Stanton, David Kao, Tom Bagby
单位 | University College London (UCL); Google Research

Dynamic Time Lag Regression: Predicting What & When
链接 | https://openreview.net/pdf?id=SkxybANtDB
作者 | Mandar Chandorkar, Cyril Furtlehner, Bala Poduval, Enrico Camporeale, Michele Sebag
单位 | University of Colorado

Scalable Model Compression by Entropy Penalized Reparameterization
链接 | https://openreview.net/pdf?id=HkgxW0EYDS
作者 | Deniz Oktay, Johannes Ballé, Saurabh Singh, Abhinav Shrivastava
单位 | Princeton University; Google Research; University of Maryland, College Park

AMRL: Aggregated Memory For Reinforcement Learning
链接 | https://openreview.net/pdf?id=Bkl7bREtDr
作者 | Jacob Beck, Kamil Ciosek, Sam Devlin, Sebastian Tschiatschek, Cheng Zhang, Katja Hofmann
单位 | Microsoft Research

Efficient Riemannian Optimization on the Stiefel Manifold via the Cayley Transform
链接 | https://openreview.net/pdf?id=HJxV-ANKDH
作者 | Jun Li, Fuxin Li, Sinisa Todorovic

Unpaired Point Cloud Completion on Real Scans using Adversarial Training
链接 | https://openreview.net/pdf?id=HkgrZ0EYwB
作者 | Xuelin Chen, Baoquan Chen, Niloy J. Mitra
单位 | Shandong University; Peking University; University College London

Adjustable Real-time Style Transfer
链接 | https://openreview.net/pdf?id=HJe_Z04Yvr
作者 | Mohammad Babaeizadeh, Golnaz Ghiasi
单位 | Google Brain

Stochastic Weight Averaging in Parallel: Large-Batch Training That Generalizes Well
链接 | https://openreview.net/pdf?id=rygFWAEFwS
作者 | Vipul Gupta, Santiago Akle Serrano, Dennis DeCoste
单位 | UC Berkeley; Apple

Short and Sparse Deconvolution — A Geometric Approach
链接 | https://openreview.net/pdf?id=Byg5ZANtvH
作者 | Yenson Lau, Qing Qu, Han-Wen Kuo, Pengcheng Zhou, Yuqian Zhang, John Wright
单位 | Columbia University; New York University; Rutgers University

Selection via Proxy: Efficient Data Selection for Deep Learning
链接 | https://openreview.net/pdf?id=HJg2b0VYDr
作者 | Cody Coleman, Christopher Yeh, Stephen Mussmann, Baharan Mirzasoleiman, Peter Bailis, Percy Liang, Jure Leskovec, Matei Zaharia
单位 | Stanford University

Global Relational Models of Source Code
链接 | https://openreview.net/pdf?id=B1lnbRNtwr
作者 | Vincent J. Hellendoorn, Charles Sutton, Rishabh Singh, Petros Maniatis, David Bieber
单位 | Google Research

Detecting Extrapolation with Local Ensembles
链接 | https://openreview.net/pdf?id=BJl6bANtwH
作者 | David Madras, James Atwood, Alexander D’Amour
单位 | University of Toronto; Vector Institute; Google

Learning to Link
链接 | https://openreview.net/pdf?id=S1eRbANtDB
作者 | Maria-Florina Balcan, Travis Dick, Manuel Lang
单位 | Carnegie Mellon University; University of Pennsylvania

Adversarially robust transfer learning
链接 | https://openreview.net/pdf?id=ryebG04YvB
作者 | Ali Shafahi, Parsa Saadatpanah, Chen Zhu, Amin Ghiasi, Christoph Studer, David Jacobs, 单位 | Tom Goldstein

Overlearning Reveals Sensitive Attributes
链接 | https://openreview.net/pdf?id=SJeNz04tDS
作者 | Congzheng Song, Vitaly Shmatikov
单位 | Cornell University

Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness
链接 | https://openreview.net/pdf?id=SJgwzCEKwH
作者 | Pu Zhao, Pin-Yu Chen, Payel Das, Karthikeyan Natesan Ramamurthy, Xue Lin
单位 | Northeastern University; IBM Research

Differentially Private Meta-Learning
链接 | https://openreview.net/pdf?id=rJgqMRVYvr
作者 | Jeffrey Li, Mikhail Khodak, Sebastian Caldas, Ameet Talwalkar
单位 | Carnegie Mellon University

One-Shot Pruning of Recurrent Neural Networks by Jacobian Spectrum Evaluation
链接 | https://openreview.net/pdf?id=r1e9GCNKvH
作者 | Shunshi Zhang, Bradly C. Stadie
单位 | University of Toronto; Vector Institute

Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples
链接 | https://openreview.net/pdf?id=rkgAGAVKPr
作者 | Eleni Triantafillou, Tyler Zhu, Vincent Dumoulin, Pascal Lamblin, Utku Evci, Kelvin Xu, Ross Goroshin, Carles Gelada, Kevin Swersky, Pierre-Antoine Manzagol, Hugo Larochelle
单位 | University of Toronto; Vector Institute; Google AI; University of California, Berkeley

Are Transformers universal approximators of sequence-to-sequence functions?
链接 | https://openreview.net/pdf?id=ByxRM0Ntvr
作者 | Chulhee Yun, Srinadh Bhojanapalli, Ankit Singh Rawat, Sashank Reddi, Sanjiv Kumar
单位 | MIT; Google Research

Pre-training Tasks for Embedding-based Large-scale Retrieval
链接 | https://openreview.net/pdf?id=rkg-mA4FDr
作者 | Wei-Cheng Chang, Felix X. Yu, Yin-Wen Chang, Yiming Yang, Sanjiv Kumar
单位 | Carnegie Mellon University; Google

Deep Imitative Models for Flexible Inference, Planning, and Control
链接 | https://openreview.net/pdf?id=Skl4mRNYDr
作者 | Nicholas Rhinehart, Rowan McAllister, Sergey Levine
单位 | UC Berkeley

CM3: Cooperative Multi-goal Multi-stage Multi-agent Reinforcement Learning
链接 | https://openreview.net/pdf?id=S1lEX04tPr
作者 | Jiachen Yang, Alireza Nakhaei, David Isele, Kikuo Fujimura, Hongyuan Zha
单位 | Georgia Institute of Technology

Robust And Interpretable Blind Image Denoising Via Bias-Free Convolutional Neural Networks
链接 | https://openreview.net/pdf?id=HJlSmC4FPS
作者 | Sreyas Mohan, Zahra Kadkhodaie, Eero P. Simoncelli, Carlos Fernandez-Granda
单位 | New York University

Towards Better Understanding of Adaptive Gradient Algorithms in Generative Adversarial Nets
链接 | https://openreview.net/pdf?id=SJxIm0VtwH
作者 | Mingrui Liu, Youssef Mroueh, Jerret Ross, Wei Zhang, Xiaodong Cui, Payel Das, Tianbao Yang

DeepV2D: Video to Depth with Differentiable Structure from Motion
链接 | https://openreview.net/pdf?id=HJeO7RNKPr
作者 | Zachary Teed, Jia Deng
单位 | Princeton University

Learning Space Partitions for Nearest Neighbor Search
链接 | https://openreview.net/pdf?id=rkenmREFDr
作者 | Yihe Dong, Piotr Indyk, Ilya Razenshteyn, Tal Wagner
单位 | Microsoft; MIT

Playing the lottery with rewards and multiple languages: lottery tickets in RL and NLP
链接 | https://openreview.net/pdf?id=S1xnXRVFwH
作者 | Haonan Yu, Sergey Edunov, Yuandong Tian, Ari S. Morcos
单位 | Facebook AI Research

Sign-OPT: A Query-Efficient Hard-label Adversarial Attack
链接 | https://openreview.net/pdf?id=SklTQCNtvS
作者 | Minhao Cheng, Simranjit Singh, Patrick H. Chen, Pin-Yu Chen, Sijia Liu, Cho-Jui Hsieh
单位 | UCLA; IBM Research

RaCT: Toward Amortized Ranking-Critical Training For Collaborative Filtering
链接 | https://openreview.net/pdf?id=HJxR7R4FvS
作者 | Sam Lobel, Chunyuan Li, Jianfeng Gao, Lawrence Carin
单位 | Brown University; Microsoft Research, Redmond; Duke University

Intrinsic Motivation for Encouraging Synergistic Behavior
链接 | https://openreview.net/pdf?id=SJleNCNtDH
作者 | Rohan Chitnis, Shubham Tulsiani, Saurabh Gupta, Abhinav Gupta
单位 | MIT; Facebook AI Research

Chameleon: Adaptive Code Optimization for Expedited Deep Neural Network Compilation
链接 | https://openreview.net/pdf?id=rygG4AVFvH
作者 | Byung Hoon Ahn, Prannoy Pilligundla, Amir Yazdanbakhsh, Hadi Esmaeilzadeh
单位 | University of California, San Diego; Google Research

Recurrent neural circuits for contour detection
链接 | https://openreview.net/pdf?id=H1gB4RVKvB
作者 | Drew Linsley, Junkyung Kim, Alekh Ashok, Thomas Serre
单位 | Brown University

Locality and Compositionality in Zero-Shot Learning
链接 | https://openreview.net/pdf?id=Hye_V0NKwr
作者 | Tristan Sylvain, Linda Petrini, Devon Hjelm
单位 | MILA; University of Amsterdam; Microsoft Research

Understanding Knowledge Distillation in Non-autoregressive Machine Translation
链接 | https://openreview.net/pdf?id=BygFVAEKDH
作者 | Chunting Zhou, Jiatao Gu, Graham Neubig
单位 | Carnegie Mellon University; Facebook AI Research

Thieves on Sesame Street! Model Extraction of BERT-based APIs
链接 | https://openreview.net/pdf?id=Byl5NREFDr
作者 | Kalpesh Krishna, Gaurav Singh Tomar, Ankur P. Parikh, Nicolas Papernot, Mohit Iyyer
单位 | UMass Amherst; Google Research

Fast is better than free: Revisiting adversarial training
链接 | https://openreview.net/pdf?id=BJx040EFvH
作者 | Eric Wong, Leslie Rice, J. Zico Kolter
单位 | Carnegie Mellon University;

DBA: Distributed Backdoor Attacks against Federated Learning
链接 | https://openreview.net/pdf?id=rkgyS0VFvr
作者 | Chulin Xie, Keli Huang, Pin-Yu Chen, Bo Li
单位 | Zhejiang University; Shanghai Jiao Tong University; IBM Research; University of Illinois Urbana-Champaign

DeFINE: Deep Factorized Input Token Embeddings for Neural Sequence Modeling
链接 | https://openreview.net/pdf?id=rJeXS04FPH
作者 | Sachin Mehta, Rik Koncel-Kedziorski, Mohammad Rastegari, Hannaneh Hajishirzi
单位 | University of Washington; Allen Institute for AI

Sampling-Free Learning of Bayesian Quantized Neural Networks
链接 | https://openreview.net/pdf?id=rylVHR4FPB
作者 | Jiahao Su, Milan Cvitkovic, Furong Huang
单位 | University of Maryland; Amazon

Learning to solve the credit assignment problem
链接 | https://openreview.net/pdf?id=ByeUBANtvB
作者 | Benjamin James Lansdell, Prashanth Ravi Prakash, Konrad Paul Kording
单位 | University of Pennsylvania

Four Things Everyone Should Know to Improve Batch Normalization
链接 | https://openreview.net/pdf?id=HJx8HANFDH
作者 | Cecilia Summers, Michael J. Dinneen
单位 | University of Auckland

Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous Driving
链接 | https://openreview.net/pdf?id=BJedHRVtPB
作者 | Yurong You, Yan Wang, Wei-Lun Chao, Divyansh Garg, Geoff Pleiss, Bharath Hariharan, Mark Campbell, Kilian Q. Weinberger
单位 | Cornell University; Ohio State University

SlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum
链接 | https://openreview.net/pdf?id=SkxJ8REYPH
作者 | Jianyu Wang, Vinayak Tantia, Nicolas Ballas, Michael Rabbat
单位 | Carnegie Mellon University; Facebook AI Research

MetaPix: Few-Shot Video Retargeting
链接 | https://openreview.net/pdf?id=SJx1URNKwH
作者 | Jessica Lee, Deva Ramanan, Rohit Girdhar
单位 | Carnegie Mellon University

Learning to Learn by Zeroth-Order Oracle
链接 | https://openreview.net/pdf?id=ryxz8CVYDH
作者 | Yangjun Ruan, Yuanhao Xiong, Sashank Reddi, Sanjiv Kumar, Cho-Jui Hsieh
单位 | Zhejiang University; UCLA; Google Research

DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion Frames
链接 | https://openreview.net/pdf?id=H1gX8C4YPr
作者 | Erik Wijmans, Abhishek Kadian, Ari Morcos, Stefan Lee, Irfan Essa, Devi Parikh, Manolis Savva, Dhruv Batra
单位 | Georgia Institute of Technology; Facebook AI Research

PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction
链接 | https://openreview.net/pdf?id=BJxVI04YvB
作者 | Sangdon Park, Osbert Bastani, Nikolai Matni, Insup Lee
单位 | University of Pennsylvania

Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations
链接 | https://openreview.net/pdf?id=SJgVU0EKwS
作者 | Yichi Zhang, Ritchie Zhao, Weizhe Hua, Nayun Xu, G. Edward Suh, Zhiru Zhang
单位 | Cornell University;

Locally Constant Networks
链接 | https://openreview.net/pdf?id=Bke8UR4FPB
作者 | Guang-He Lee, Tommi S. Jaakkola
单位 | MIT

Span Recovery for Deep Neural Networks with Applications to Input Obfuscation
链接 | https://openreview.net/pdf?id=B1guLAVFDB
作者 | Rajesh Jayaram, David P. Woodruff, Qiuyi Zhang
单位 | Carnegie Mellon University; Google

Improving Neural Language Generation with Spectrum Control
链接 | https://openreview.net/pdf?id=ByxY8CNtvr
作者 | Lingxiao Wang, Jing Huang, Kevin Huang, Ziniu Hu, Guangtao Wang, Quanquan Gu
单位 | University of California, Los Angeles; JD.com

Learn to Explain Efficiently via Neural Logic Inductive Learning
链接 | https://openreview.net/pdf?id=SJlh8CEYDB
作者 | Yuan Yang, Le Song
单位 | Georgia Institute of Technology

Improved memory in recurrent neural networks with sequential non-normal dynamics
链接 | https://openreview.net/pdf?id=ryx1wRNFvB
作者 | Emin Orhan, Xaq Pitkow
单位 | New York University; Rice University

Neural Module Networks for Reasoning over Text
链接 | https://openreview.net/pdf?id=SygWvAVFPr
作者 | Nitish Gupta, Kevin Lin, Dan Roth, Sameer Singh, Matt Gardner
单位 | University of Pennsylvania; UC Berkeley; UC Irvine; Allen Institute for AI

Higher-Order Function Networks for Learning Composable 3D Object Representations
链接 | https://openreview.net/pdf?id=HJgfDREKDB
作者 | Eric Mitchell, Selim Engin, Volkan Isler, Daniel D Lee

Variational Hetero-Encoder Randomized GANs for Joint Image-Text Modeling
链接 | https://openreview.net/pdf?id=H1x5wRVtvS
作者 | Hao Zhang, Bo Chen, Long Tian, Zhengjue Wang, Mingyuan Zhou
单位 | Xidian University; University of Texas at Austin

Towards Fast Adaptation of Neural Architectures with Meta Learning
链接 | https://openreview.net/pdf?id=r1eowANFvr
作者 | Dongze Lian, Yin Zheng, Yintao Xu, Yanxiong Lu, Leyu Lin, Peilin Zhao, Junzhou Huang, Shenghua Gao
单位 | ShanghaiTech University; Tencent;

Graph Constrained Reinforcement Learning for Natural Language Action Spaces
链接 | https://openreview.net/pdf?id=B1x6w0EtwH
作者 | Prithviraj Ammanabrolu, Matthew Hausknecht
单位 | Georgia Institute of Technology; Microsoft Research

Prediction, Consistency, Curvature: Representation Learning for Locally-Linear Control
链接 | https://openreview.net/pdf?id=BJxG_0EtDS
作者 | Nir Levine, Yinlam Chow, Rui Shu, Ang Li, Mohammad Ghavamzadeh, Hung Bui
单位 | DeepMind; Google Research; Stanford University; Facebook AI Research; VinAI

Augmenting Non-Collaborative Dialog Systems with Explicit Semantic and Strategic Dialog History
链接 | https://openreview.net/pdf?id=ryxQuANKPB
作者 | Yiheng Zhou, Yulia Tsvetkov, Alan W Black, Zhou Yu
单位 | Carnegie Mellon University; UC Davis

BERTScore: Evaluating Text Generation with BERT
链接 | https://openreview.net/pdf?id=SkeHuCVFDr
作者 | Tianyi Zhang, Varsha Kishore, Felix Wu, Kilian Q. Weinberger, Yoav Artzi
单位 | Cornell University

Neural Execution of Graph Algorithms
链接 | https://openreview.net/pdf?id=SkgKO0EtvS
作者 | Petar Veličković, Rex Ying, Matilde Padovano, Raia Hadsell, Charles Blundell
单位 | DeepMind; Stanford University; University of Cambridge

On the Need for Topology-Aware Generative Models for Manifold-Based Defenses
链接 | https://openreview.net/pdf?id=r1lF_CEYwS
作者 | Uyeong Jang, Susmit Jha, Somesh Jha
单位 | University of Wisconsin–Madison

FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary
链接 | https://openreview.net/pdf?id=S1xtORNFwH
作者 | Yingzhen Yang, Jiahui Yu, Nebojsa Jojic, Jun Huan, Thomas S. Huang
单位 | Arizona State University; University of Illinois at Urbana-Champaign; Microsoft Research

Capsules with Inverted Dot-Product Attention Routing
链接 | https://openreview.net/pdf?id=HJe6uANtwH
作者 | Yao-Hung Hubert Tsai, Nitish Srivastava, Hanlin Goh, Ruslan Salakhutdinov
单位 | Apple Inc.; Carnegie Mellon University

Composition-based Multi-Relational Graph Convolutional Networks
链接 | https://openreview.net/pdf?id=BylA_C4tPr
作者 | Shikhar Vashishth, Soumya Sanyal, Vikram Nitin, Partha Talukdar
单位 | Carnegie Mellon University; Columbia University

Gradient-Based Neural DAG Learning
链接 | https://openreview.net/pdf?id=rklbKA4YDS
作者 | Sébastien Lachapelle, Philippe Brouillard, Tristan Deleu, Simon Lacoste-Julien
单位 | MILA; University of Montreal

The Local Elasticity of Neural Networks
链接 | https://openreview.net/pdf?id=HJxMYANtPH
作者 | Hangfeng He, Weijie Su
单位 | University of Pennsylvania

Composing Task-Agnostic Policies with Deep Reinforcement Learning
链接 | https://openreview.net/pdf?id=H1ezFREtwH
作者 | Ahmed H. Qureshi, Jacob J. Johnson, Yuzhe Qin, Taylor Henderson, Byron Boots, Michael C. Yip
单位 | UC San Diego; University of Washington

Convergence of Gradient Methods on Bilinear Zero-Sum Games
链接 | https://openreview.net/pdf?id=SJlVY04FwH
作者 | Guojun Zhang, Yaoliang Yu
单位 | University of Waterloo; Vector Institute

Discovering Motor Programs by Recomposing Demonstrations
链接 | https://openreview.net/pdf?id=rkgHY0NYwr
作者 | Tanmay Shankar, Shubham Tulsiani, Lerrel Pinto, Abhinav Gupta
单位 | Facebook AI Research; CMU

Learning from Explanations with Neural Execution Tree
链接 | https://openreview.net/pdf?id=rJlUt0EYwS
作者 | Ziqi Wang, Yujia Qin, Wenxuan Zhou, Jun Yan, Qinyuan Ye, Leonardo Neves, Zhiyuan Liu, Xiang Ren
单位 | Tsinghua University; University of Southern California; Snap Research

Jelly Bean World: A Testbed for Never-Ending Learning
链接 | https://openreview.net/pdf?id=Byx_YAVYPH
作者 | Emmanouil Antonios Platanios, Abulhair Saparov, Tom Mitchell
单位 | Carnegie Mellon University

Coherent Gradients: An Approach to Understanding Generalization in Gradient Descent-based Optimization
链接 | https://openreview.net/pdf?id=ryeFY0EFwS
作者 | Satrajit Chatterjee
单位 | Google AI

Probabilistic Connection Importance Inference and Lossless Compression of Deep Neural Networks
链接 | https://openreview.net/pdf?id=HJgCF0VFwr
作者 | Xin Xing, Long Sha, Pengyu Hong, Zuofeng Shang, Jun S. Liu
单位 | Harvard University

MEMO: A Deep Network for Flexible Combination of Episodic Memories
链接 | https://openreview.net/pdf?id=rJxlc0EtDr
作者 | Andrea Banino, Adrià Puigdomènech Badia, Raphael Köster, Martin J. Chadwick, Vinicius Zambaldi, Demis Hassabis, Caswell Barry, Matthew Botvinick, Dharshan Kumaran, Charles Blundell

Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality
链接 | https://openreview.net/pdf?id=SyxV9ANFDH
作者 | Saurabh Khanna, Vincent Y. F. Tan
单位 | National University of Singapore

Bayesian Meta Sampling for Fast Uncertainty Adaptation
链接 | https://openreview.net/pdf?id=Bkxv90EKPB
作者 | Zhenyi Wang, Yang Zhao, Ping Yu, Ruiyi Zhang, Changyou Chen
单位 | State University of New York at Buffalo; Duke University

Non-Autoregressive Dialog State Tracking
链接 | https://openreview.net/pdf?id=H1e_cC4twS
作者 | Hung Le, Richard Socher, Steven C.H. Hoi
单位 | Salesforce Research; Singapore Management University

Extreme Tensoring for Low-Memory Preconditioning
链接 | https://openreview.net/pdf?id=SklKcRNYDH
作者 | Xinyi Chen, Naman Agarwal, Elad Hazan, Cyril Zhang, Yi Zhang
单位 | Google AI; Princeton University

RNNs Incrementally Evolving on an Equilibrium Manifold: A Panacea for Vanishing and Exploding Gradients?
链接 | https://openreview.net/pdf?id=HylpqA4FwS
作者 | Anil Kag, Ziming Zhang, Venkatesh Saligrama
单位 | Boston University;

The Early Phase of Neural Network Training
链接 | https://openreview.net/pdf?id=Hkl1iRNFwS
作者 | Jonathan Frankle, David J. Schwab, Ari S. Morcos
单位 | MIT; Facebook AI Research

NeurQuRI: Neural Question Requirement Inspector for Answerability Prediction in Machine Reading Comprehension
链接 | https://openreview.net/pdf?id=ryxgsCVYPr
作者 | Seohyun Back, Sai Chetan Chinthakindi, Akhil Kedia, Haejun Lee, Jaegul Choo

Towards Stabilizing Batch Statistics in Backward Propagation of Batch Normalization
链接 | https://openreview.net/pdf?id=SkgGjRVKDS
作者 | Junjie Yan, Ruosi Wan, Xiangyu Zhang, Wei Zhang, Yichen Wei, Jian Sun
单位 | Fudan University; Megvii Technology

Single Episode Policy Transfer in Reinforcement Learning
链接 | https://openreview.net/pdf?id=rJeQoCNYDS
作者 | Jiachen Yang, Brenden Petersen, Hongyuan Zha, Daniel Faissol
单位 | Georgia Institute of Technology

Generalization through Memorization: Nearest Neighbor Language Models
链接 | https://openreview.net/pdf?id=HklBjCEKvH
作者 | Urvashi Khandelwal, Omer Levy, Dan Jurafsky, Luke Zettlemoyer, Mike Lewis
单位 | Stanford University; Facebook AI Research

Transformer-XH: Multi-Evidence Reasoning with eXtra Hop Attention
链接 | https://openreview.net/pdf?id=r1eIiCNYwS
作者 | Chen Zhao, Chenyan Xiong, Corby Rosset, Xia Song, Paul Bennett, Saurabh Tiwary
单位 | University of Maryland, College Park; Microsoft

Synthesizing Programmatic Policies that Inductively Generalize
链接 | https://openreview.net/pdf?id=S1l8oANFDH
作者 | Jeevana Priya Inala, Osbert Bastani, Zenna Tavares, Armando Solar-Lezama
单位 | MIT; University of Pennsylvania

Decoding As Dynamic Programming For Recurrent Autoregressive Models
链接 | https://openreview.net/pdf?id=HklOo0VFDH
作者 | Najam Zaidi, Trevor Cohn, Gholamreza Haffari

Deep Double Descent: Where Bigger Models and More Data Hurt
链接 | https://openreview.net/pdf?id=B1g5sA4twr
作者 | Preetum Nakkiran, Gal Kaplun, Yamini Bansal, Tristan Yang, Boaz Barak, Ilya Sutskever
单位 | Harvard University; OpenAI

Intriguing Properties of Adversarial Training at Scale
链接 | https://openreview.net/pdf?id=HyxJhCEFDS
作者 | Cihang Xie, Alan Yuille
单位 | Johns Hopkins University

Shifted and Squeezed 8-bit Floating Point format for Low-Precision Training of Deep Neural Networks
链接 | https://openreview.net/pdf?id=Bkxe2AVtPS
作者 | Leopold Cambier, Anahita Bhiwandiwalla, Ting Gong, Oguz H. Elibol, Mehran Nekuii, Hanlin Tang
单位 | Stanford University; Intel AI Lab

Distributed Bandit Learning: Near-Optimal Regret with Efficient Communication
链接 | https://openreview.net/pdf?id=SJxZnR4YvB
作者 | Yuanhao Wang, Jiachen Hu, Xiaoyu Chen, Liwei Wang
单位 | Tsinghua University; Peking University

Biologically inspired sleep algorithm for increased generalization and adversarial robustness in deep neural networks
链接 | https://openreview.net/pdf?id=r1xGnA4Kvr
作者 | Timothy Tadros, Giri Krishnan, Ramyaa Ramyaa, Maxim Bazhenov
单位 | University of California, San Diego;

A Closer Look at the Optimization Landscapes of Generative Adversarial Networks
链接 | https://openreview.net/pdf?id=HJeVnCEKwH
作者 | Hugo Berard, Gauthier Gidel, Amjad Almahairi, Pascal Vincent, Simon Lacoste-Julien
单位 | MILA; Element AI

On the Global Convergence of Training Deep Linear ResNets
链接 | https://openreview.net/pdf?id=HJxEhREKDH
作者 | Difan Zou, Philip M. Long, Quanquan Gu
单位 | University of California, Los Angeles; Google

Towards a Deep Network Architecture for Structured Smoothness
链接 | https://openreview.net/pdf?id=Hklr204Fvr
作者 | Haroun Habeeb, Oluwasanmi Koyejo
单位 | University of Illinois at Urbana Champaign

Revisiting Self-Training for Neural Sequence Generation
链接 | https://openreview.net/pdf?id=SJgdnAVKDH
作者 | Junxian He, Jiatao Gu, Jiajun Shen, Marc’Aurelio Ranzato
单位 | Carnegie Mellon University; Facebook AI Research

Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators
链接 | https://openreview.net/pdf?id=HJeqhA4YDS
作者 | Reinhard Heckel and Mahdi Soltanolkotabi
单位 | University of Southern California

Variational Autoencoders for Highly Multivariate Spatial Point Processes Intensities
链接 | https://openreview.net/pdf?id=B1lj20NFDS
作者 | Baichuan Yuan, Xiaowei Wang, Jianxin Ma, Chang Zhou, Andrea L. Bertozzi, Hongxia Yang
单位 | University of California, Los Angeles; Alibaba

Model-Augmented Actor-Critic: Backpropagating through Paths
链接 | https://openreview.net/pdf?id=Skln2A4YDB
作者 | Ignasi Clavera, Yao Fu, Pieter Abbeel

LambdaNet: Probabilistic Type Inference using Graph Neural Networks
链接 | https://openreview.net/pdf?id=Hkx6hANtwH
作者 | Jiayi Wei, Maruth Goyal, Greg Durrett, Isil Dillig
单位 | University of Texas at Austin

From Inference to Generation: End-to-end Fully Self-supervised Generation of Human Face from Speech
链接 | https://openreview.net/pdf?id=H1guaREYPr
作者 | Hyeong-Seok Choi, Changdae Park, Kyogu Lee

Learning from Unlabelled Videos Using Contrastive Predictive Neural 3D Mapping
链接 | https://openreview.net/pdf?id=BJxt60VtPr
作者 | Adam W. Harley, Shrinidhi K. Lakshmikanth, Fangyu Li, Xian Zhou, Hsiao-Yu Fish Tung, Katerina Fragkiadaki
单位 | Carnegie Mellon University

Decoupling Representation and Classifier for Long-Tailed Recognition
链接 | https://openreview.net/pdf?id=r1gRTCVFvB
作者 | Bingyi Kang, Saining Xie, Marcus Rohrbach, Zhicheng Yan, Albert Gordo, Jiashi Feng, Yannis Kalantidis
单位 | Facebook AI; National University of Singapore

Robust Reinforcement Learning for Continuous Control with Model Misspecification
链接 | https://openreview.net/pdf?id=HJgC60EtwB
作者 | Daniel J. Mankowitz, Nir Levine, Rae Jeong, Abbas Abdolmaleki, Jost Tobias Springenberg, Yuanyuan Shi, Jackie Kay, Todd Hester, Timothy Mann, Martin Riedmiller
单位 | DeepMind

Cross-lingual Alignment vs Joint Training: A Comparative Study and A Simple Unified Framework
链接 | https://openreview.net/pdf?id=S1l-C0NtwS
作者 | Zirui Wang, Jiateng Xie, Ruochen Xu, Yiming Yang, Graham Neubig, Jaime G. Carbonell
单位 | Carnegie Mellon University

Training Recurrent Neural Networks Online by Learning Explicit State Variables
链接 | https://openreview.net/pdf?id=SJgmR0NKPr
作者 | Somjit Nath, Vincent Liu, Alan Chan, Xin Li, Adam White, Martha White
单位 | University of Alberta

Uncertainty-guided Continual Learning with Bayesian Neural Networks
链接 | https://openreview.net/pdf?id=HklUCCVKDB
作者 | Sayna Ebrahimi, Mohamed Elhoseiny, Trevor Darrell, Marcus Rohrbach
单位 | UC Berkeley; Stanford University; Facebook AI Research

Curriculum Loss: Robust Learning and Generalization against Label Corruption
链接 | https://openreview.net/pdf?id=rkgt0REKwS
作者 | Yueming Lyu, Ivor W. Tsang
单位 | University of Technology Sydney

Picking Winning Tickets Before Training by Preserving Gradient Flow
链接 | https://openreview.net/pdf?id=SkgsACVKPH
作者 | Chaoqi Wang, Guodong Zhang, Roger Grosse
单位 | University of Toronto; Vector Institute

Generative Models for Effective ML on Private, Decentralized Datasets
链接 | https://openreview.net/pdf?id=SJgaRA4FPH
作者 | Sean Augenstein, H. Brendan McMahan, Daniel Ramage, Swaroop Ramaswamy, Peter Kairouz, Mingqing Chen, Rajiv Mathews, Blaise Aguera y Arcas
单位 | Google

Inductive representation learning on temporal graphs
链接 | https://openreview.net/pdf?id=rJeW1yHYwH
作者 | da Xu, chuanwei ruan, evren korpeoglu, sushant kumar, kannan achan

BatchEnsemble: an Alternative Approach to Efficient Ensemble and Lifelong Learning
链接 | https://openreview.net/pdf?id=Sklf1yrYDr
作者 | Yeming Wen, Dustin Tran, Jimmy Ba
单位 | University of Toronto; Vector Institute; Google Brain

Towards neural networks that provably know when they don’t know
链接 | https://openreview.net/pdf?id=ByxGkySKwH
作者 | Alexander Meinke, Matthias Hein

Iterative energy-based projection on a normal data manifold for anomaly localization
链接 | https://openreview.net/pdf?id=HJx81ySKwr
作者 | David Dehaene, Oriel Frigo, Sébastien Combrexelle, Pierre Eline

Towards Stable and Efficient Training of Verifiably Robust Neural Networks
链接 | https://openreview.net/pdf?id=Skxuk1rFwB
作者 | Huan Zhang, Hongge Chen, Chaowei Xiao, Sven Gowal, Robert Stanforth, Bo Li, Duane Boning, Cho-Jui Hsieh
单位 | UCLA; MIT; University of Michigan; DeepMind; UIUC

Frequency-based Search-control in Dyna
链接 | https://openreview.net/pdf?id=B1gskyStwr
作者 | Yangchen Pan, Jincheng Mei, Amir-massoud Farahmand
单位 | University of Alberta; Vector Institute; University of Toronto

Learning representations for binary-classification without backpropagation
链接 | https://openreview.net/pdf?id=Bke61krFvS
作者 | Mathias Lechner

Polylogarithmic width suffices for gradient descent to achieve arbitrarily small test error with shallow ReLU networks
链接 | https://openreview.net/pdf?id=HygegyrYwH
作者 | Ziwei Ji, Matus Telgarsky
单位 | University of Illinois, Urbana-Champaign

Physics-aware Difference Graph Networks for Sparsely-Observed Dynamics
链接 | https://openreview.net/pdf?id=r1gelyrtwH
作者 | Sungyong Seo, Chuizheng Meng, Yan Liu
单位 | University of Southern California

HiLLoC: lossless image compression with hierarchical latent variable models
链接 | https://openreview.net/pdf?id=r1lZgyBYwS
作者 | James Townsend, Thomas Bird, Julius Kunze, David Barber
单位 | University College London

IMPACT: Importance Weighted Asynchronous Architectures with Clipped Target Networks
链接 | https://openreview.net/pdf?id=BJeGlJStPr
作者 | Michael Luo, Jiahao Yao, Richard Liaw, Eric Liang, Ion Stoica
单位 | UC Berkeley

On Bonus Based Exploration Methods In The Arcade Learning Environment
链接 | https://openreview.net/pdf?id=BJewlyStDr
作者 | Adrien Ali Taiga, William Fedus, Marlos C. Machado, Aaron Courville, Marc G. Bellemare
单位 | Google Brain; MILA

Adaptive Correlated Monte Carlo for Contextual Categorical Sequence Generation
链接 | https://openreview.net/pdf?id=r1lOgyrKDS
作者 | Xinjie Fan, Yizhe Zhang, Zhendong Wang, Mingyuan Zhou
单位 | University of Texas at Austin; Microsoft Research; Columbia University

Smoothness and Stability in GANs
链接 | https://openreview.net/pdf?id=HJeOekHKwr
作者 | Casey Chu, Kentaro Minami, Kenji Fukumizu
单位 | Stanford University

SNOW: Subscribing to Knowledge via Channel Pooling for Transfer & Lifelong Learning of Convolutional Neural Networks
链接 | https://openreview.net/pdf?id=rJxtgJBKDr
作者 | Chungkuk Yoo, Bumsoo Kang, Minsik Cho

Empirical Studies on the Properties of Linear Regions in Deep Neural Networks
链接 | https://openreview.net/pdf?id=SkeFl1HKwr
作者 | Xiao Zhang, Dongrui Wu
单位 | Huazhong University of Science and Technology

Black-box Off-policy Estimation for Infinite-Horizon Reinforcement Learning
链接 | https://openreview.net/pdf?id=S1ltg1rFDS
作者 | Ali Mousavi, Lihong Li, Qiang Liu, Denny Zhou
单位 | Google Research; University of Texas, Austin

PairNorm: Tackling Oversmoothing in GNNs
链接 | https://openreview.net/pdf?id=rkecl1rtwB
作者 | Lingxiao Zhao, Leman Akoglu
单位 | Carnegie Mellon University

Unsupervised Clustering using Pseudo-semi-supervised Learning
链接 | https://openreview.net/pdf?id=rJlnxkSYPS
作者 | Divam Gupta, Ramachandran Ramjee, Nipun Kwatra, Muthian Sivathanu
单位 | Carnegie Mellon University; Microsoft Research India

Simple and Effective Regularization Methods for Training on Noisily Labeled Data with Generalization Guarantee
链接 | https://openreview.net/pdf?id=Hke3gyHYwH
作者 | Wei Hu, Zhiyuan Li, Dingli Yu
单位 | Princeton University

Controlling generative models with continuous factors of variations
链接 | https://openreview.net/pdf?id=H1laeJrKDB
作者 | Antoine Plumerault, Hervé Le Borgne, Céline Hudelot

Symplectic ODE-Net: Learning Hamiltonian Dynamics with Control
链接 | https://openreview.net/pdf?id=ryxmb1rKDS
作者 | Yaofeng Desmond Zhong, Biswadip Dey, Amit Chakraborty
单位 | Princeton University

Understanding l4-based Dictionary Learning: Interpretation, Stability, and Robustness
链接 | https://openreview.net/pdf?id=SJeY-1BKDS
作者 | Yuexiang Zhai, Hermish Mehta, Zhengyuan Zhou, Yi Ma
单位 | UC Berkeley; New York University

Quantum Algorithms for Deep Convolutional Neural Networks
链接 | https://openreview.net/pdf?id=Hygab1rKDS
作者 | Iordanis Kerenidis, Jonas Landman, Anupam Prakash

Self-Supervised Learning of Appliance Usage
链接 | https://openreview.net/pdf?id=B1lJzyStvS
作者 | Chen-Yu Hsu, Abbas Zeitoun, Guang-He Lee, Dina Katabi, Tommi Jaakkola
单位 | MIT

Deep Graph Matching Consensus
链接 | https://openreview.net/pdf?id=HyeJf1HKvS
作者 | Matthias Fey, Jan E. Lenssen, Christopher Morris, Jonathan Masci, Nils M. Kriege

Beyond Linearization: On Quadratic and Higher-Order Approximation of Wide Neural Networks
链接 | https://openreview.net/pdf?id=rkllGyBFPH
作者 | Yu Bai, Jason D. Lee
单位 | Salesforce Research; Princeton University

Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked Layers
链接 | https://openreview.net/pdf?id=SJlbGJrtDB
作者 | Junjie LIU, Zhe XU, Runbin SHI, Ray C. C. Cheung, Hayden K.H. So
单位 | University of Hong Kong; City University of Hong Kong

Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference
链接 | https://openreview.net/pdf?id=rJgzzJHtDB
作者 | Ting-Kuei Hu, Tianlong Chen, Haotao Wang, Zhangyang Wang
单位 | Texas A&M University

Neural Policy Gradient Methods: Global Optimality and Rates of Convergence
链接 | https://openreview.net/pdf?id=BJgQfkSYDS
作者 | Lingxiao Wang, Qi Cai, Zhuoran Yang, Zhaoran Wang

Double Neural Counterfactual Regret Minimization
链接 | https://openreview.net/pdf?id=ByedzkrKvH
作者 | Hui Li, Kailiang Hu, Shaohua Zhang, Yuan Qi, Le Song
单位 | Georgia Institute of Technology

GraphAF: a Flow-based Autoregressive Model for Molecular Graph Generation
链接 | https://openreview.net/pdf?id=S1esMkHYPr
作者 | Chence Shi, Minkai Xu, Zhaocheng Zhu, Weinan Zhang, Ming Zhang, Jian Tang
单位 | Peking University; Shanghai Jiao Tong University

The Gambler’s Problem and Beyond
链接 | https://openreview.net/pdf?id=HyxnMyBKwB
作者 | Baoxiang Wang, Shuai Li, Jiajin Li, Siu On Chan
单位 | Chinese University of Hong Kong; Shanghai Jiao Tong University

Multilingual Alignment of Contextual Word Representations
链接 | https://openreview.net/pdf?id=r1xCMyBtPS
作者 | Steven Cao, Nikita Kitaev, Dan Klein
单位 | University of California, Berkeley

The Curious Case of Neural Text Degeneration
链接 | https://openreview.net/pdf?id=rygGQyrFvH
作者 | Ari Holtzman, Jan Buys, Li Du, Maxwell Forbes, Yejin Choi
单位 | University of Washington

Graph Convolutional Reinforcement Learning
链接 | https://openreview.net/pdf?id=HkxdQkSYDB
作者 | Jiechuan Jiang, Chen Dun, Tiejun Huang, Zongqing Lu
单位 | Peking University; Rice University

Meta-Learning Deep Energy-Based Memory Models
链接 | https://openreview.net/pdf?id=SyljQyBFDH
作者 | Sergey Bartunov, Jack Rae, Simon Osindero, Timothy Lillicrap
单位 | DeepMind;

Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep Reinforcement Learning
链接 | https://openreview.net/pdf?id=rkl3m1BFDB
作者 | Akanksha Atrey, Kaleigh Clary, David Jensen
单位 | University of Massachusetts Amherst

Fast Neural Network Adaptation via Parameter Remapping and Architecture Search
链接 | https://openreview.net/pdf?id=rklTmyBKPH
作者 | Jiemin Fang, Yuzhu Sun, Kangjian Peng, Qian Zhang, Yuan Li, Wenyu Liu, Xinggang Wang

Guiding Program Synthesis by Learning to Generate Examples
链接 | https://openreview.net/pdf?id=BJl07ySKvS
作者 | Larissa Laich, Pavol Bielik, Martin Vechev
单位 | ETH Zurich

SNODE: Spectral Discretization of Neural ODEs for System Identification
链接 | https://openreview.net/pdf?id=Sye0XkBKvS
作者 | Alessio Quaglino, Marco Gallieri, Jonathan Masci, Jan Koutník

Generalized Convolutional Forest Networks for Domain Generalization and Visual Recognition
链接 | https://openreview.net/pdf?id=H1lxVyStPH
作者 | Jongbin Ryu, Gitaek Kwon, Ming-Hsuan Yang, Jongwoo Lim

Once for All: Train One Network and Specialize it for Efficient Deployment
链接 | https://openreview.net/pdf?id=HylxE1HKwS
作者 | Han Cai, Chuang Gan, Tianzhe Wang, Zhekai Zhang, Song Han
单位 | MIT; IBM Waston

Multi-Agent Interactions Modeling with Correlated Policies
链接 | https://openreview.net/pdf?id=B1gZV1HYvS
作者 | Minghuan Liu, Ming Zhou, Weinan Zhang, Yuzheng Zhuang, Jun Wang, Wulong Liu, Yong Yu
单位 | Shanghai Jiaotong University; Huawei Noah’s Ark Lab

PCMC-Net: Feature-based Pairwise Choice Markov Chains
链接 | https://openreview.net/pdf?id=BJgWE1SFwS
作者 | Alix Lhéritier

Implementing Inductive bias for different navigation tasks through diverse RNN attrractors
链接 | https://openreview.net/pdf?id=Byx4NkrtDS
作者 | Tie XU, Omri Barak

Query2box: Reasoning over Knowledge Graphs in Vector Space Using Box Embeddings
链接 | https://openreview.net/pdf?id=BJgr4kSFDS
作者 | Hongyu Ren, Weihua Hu, Jure Leskovec
单位 | Stanford University

Rethinking the Hyperparameters for Fine-tuning
链接 | https://openreview.net/pdf?id=B1g8VkHFPH
作者 | Hao Li, Pratik Chaudhari, Hao Yang, Michael Lam, Avinash Ravichandran, Rahul Bhotika, Stefano Soatto
单位 | Amazon Web Services; University of Pennsylvania; University of California, Los Angeles

Plug and Play Language Models: A Simple Approach to Controlled Text Generation
链接 | https://openreview.net/pdf?id=H1edEyBKDS
作者 | Sumanth Dathathri, Andrea Madotto, Janice Lan, Jane Hung, Eric Frank, Piero Molino, Jason Yosinski, Rosanne Liu
单位 | Caltech; HKUST; Uber AI

Provable Benefit of Orthogonal Initialization in Optimizing Deep Linear Networks
链接 | https://openreview.net/pdf?id=rkgqN1SYvr
作者 | Wei Hu, Lechao Xiao, Jeffrey Pennington
单位 | Princeton University; Google Brain

RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis
链接 | https://openreview.net/pdf?id=HyxjNyrtPr
作者 | Atsuhiro Noguchi, Tatsuya Harada
单位 | University of Tokyo

Towards Verified Robustness under Text Deletion Interventions
链接 | https://openreview.net/pdf?id=SyxhVkrYvr
作者 | Johannes Welbl, Po-Sen Huang, Robert Stanforth, Sven Gowal, Krishnamurthy (Dj) Dvijotham, Martin Szummer, Pushmeet Kohli
单位 | DeepMind; University College London

Jacobian Adversarially Regularized Networks for Robustness
链接 | https://openreview.net/pdf?id=Hke0V1rKPS
作者 | Alvin Chan, Yi Tay, Yew Soon Ong, Jie Fu
单位 | Nanyang Technological University, MILA

Thinking While Moving: Deep Reinforcement Learning with Concurrent Control
链接 | https://openreview.net/pdf?id=Hke0V1rKPS
作者 | Ted Xiao, Eric Jang, Dmitry Kalashnikov, Sergey Levine, Julian Ibarz, Karol Hausman, Alexander Herzog
单位 | Nanyang Technological University; MILA

Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning
链接 | https://openreview.net/pdf?id=SJxbHkrKDH
作者 | Qian Long, Zihan Zhou, Abhinav Gupta, Fei Fang, Yi Wu†, Xiaolong Wang
单位 | CMU; OpenAI; Facebook AI Research; SJTU; UCSD

ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
链接 | https://openreview.net/pdf?id=r1xMH1BtvB
作者 | Kevin Clark, Minh-Thang Luong, Quoc V. Le, Christopher D. Manning
单位 | Stanford University; Google Brain;

Environmental drivers of systematicity and generalization in a situated agent
链接 | https://openreview.net/pdf?id=SklGryBtwr
作者 | Felix Hill, Andrew Lampinen, Rosalia Schneider, Stephen Clark, Matthew Botvinick, James L. McClelland, Adam Santoro
单位 | DeepMind; University College London; Stanford University

Abstract Diagrammatic Reasoning with Multiplex Graph Networks
链接 | https://openreview.net/pdf?id=ByxQB1BKwH
作者 | Duo Wang, Mateja Jamnik, Pietro Lio
单位 | University of Cambridge

A Baseline for Few-Shot Image Classification
链接 | https://openreview.net/pdf?id=rylXBkrYDS
作者 | Guneet Singh Dhillon, Pratik Chaudhari, Avinash Ravichandran, Stefano Soatto
单位 | Amazon Web Services; University of Pennsylvania; University of California, Los Angeles

Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering
链接 | https://openreview.net/pdf?id=SJgVHkrYDH
作者 | Akari Asai, Kazuma Hashimoto, Hannaneh Hajishirzi, Richard Socher, Caiming Xiong
单位 | University of Washington; Salesforce Research; Allen Institute for Artificial Intelligence

Padé Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks
链接 | https://openreview.net/pdf?id=BJlBSkHtDS
作者 | Alejandro Molina, Patrick Schramowski, Kristian Kersting

A FRAMEWORK FOR ROBUSTNESS CERTIFICATION OF SMOOTHED CLASSIFIERS USING F-DIVERGENCES
链接 | https://openreview.net/pdf?id=SJlKrkSFPH
作者 | Krishnamurthy (Dj) Dvijotham, Jamie Hayes, Borja Balle, Zico Kolter, Chongli Qin, Andras Gyorgy, Kai Xiao, Sven Gowal, Pushmeet Kohli
单位 | DeepMind; University College London; Carnegie Mellon University; MIT

Contrastive Representation Distillation
链接 | https://openreview.net/pdf?id=SkgpBJrtvS
作者 | Yonglong Tian, Dilip Krishnan, Phillip Isola
单位 | MIT; Google Research

Certified Defenses for Adversarial Patches
链接 | https://openreview.net/pdf?id=HyeaSkrYPH
作者 | Ping-yeh Chiang, Renkun Ni, Ahmed Abdelkader, Chen Zhu, Christoph Studor, Tom Goldstein
单位 | University of Maryland, College Park; Cornell University

Sample Efficient Policy Gradient Methods with Recursive Variance Reduction
链接 | https://openreview.net/pdf?id=HJlxIJBFDr
作者 | Pan Xu, Felicia Gao, Quanquan Gu
单位 | University of California, Los Angeles

Deep Symbolic Superoptimization Without Human Knowledge
链接 | https://openreview.net/pdf?id=r1egIyBFPS
作者 | Hui Shi, Yang Zhang, Xinyun Chen, Yuandong Tian, Jishen Zhao
单位 | UC San Diego; MIT; UC Berkeley; Facebook AI Research

Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency
链接 | https://openreview.net/pdf?id=SJgzLkBKPB
作者 | Piyush Gupta, Nikaash Puri, Sukriti Verma, Dhruv Kayastha, Shripad Deshmukh, Balaji Krishnamurthy, Sameer Singh
单位 | Adobe;

Universal Approximation with Certified Networks
链接 | https://openreview.net/pdf?id=B1gX8kBtPr
作者 | Maximilian Baader, Matthew Mirman, Martin Vechev
单位 | ETH Zurich

Measuring and Improving the Use of Graph Information in Graph Neural Networks
链接 | https://openreview.net/pdf?id=rkeIIkHKvS
作者 | Yifan Hou, Jian Zhang, James Cheng, Kaili Ma, Richard T. B. Ma, Hongzhi Chen, Ming-Chang Yang
单位 | Chinese University of Hong Kong; National University of Singapore

State-only Imitation with Transition Dynamics Mismatch
链接 | https://openreview.net/pdf?id=HJgLLyrYwB
作者 | Tanmay Gangwani, Jian Peng
单位 | University of Illinois, Urbana-Champaign

Adversarial AutoAugment
链接 | https://openreview.net/pdf?id=ByxdUySKvS
作者 | Xinyu Zhang, Qiang Wang, Jian Zhang, Zhao Zhong

Meta Dropout: Learning to Perturb Latent Features for Generalization
链接 | https://openreview.net/pdf?id=BJgd81SYwr
作者 | Hae Beom Lee, Taewook Nam, Eunho Yang, Sung Ju Hwang

Rényi Fair Inference
链接 | https://openreview.net/pdf?id=HkgsUJrtDB
作者 | Sina Baharlouei, Maher Nouiehed, Ahmad Beirami, Meisam Razaviyayn

Learning transport cost from subset correspondence
链接 | https://openreview.net/pdf?id=SJlRUkrFPS
作者 | Ruishan Liu, Akshay Balsubramani, James Zou
单位 | Stanford University

BlockSwap: Fisher-guided Block Substitution for Network Compression on a Budget
链接 | https://openreview.net/pdf?id=SklkDkSFPB
作者 | Jack Turner, Elliot J. Crowley, Michael O’Boyle, Amos Storkey, Gavin Gray
单位 | University of Edinburgh

Variance Reduction With Sparse Gradients
链接 | https://openreview.net/pdf?id=Syx1DkSYwB
作者 | Melih Elibol, Lihua Lei, Michael I. Jordan
单位 | UC Berkeley; Stanford University

Abductive Commonsense Reasoning
链接 | https://openreview.net/pdf?id=Byg1v1HKDB
作者 | Chandra Bhagavatula, Ronan Le Bras, Chaitanya Malaviya, Keisuke Sakaguchi, Ari Holtzman, Hannah Rashkin, Doug Downey, Wen-tau Yih, Yejin Choi
单位 | Allen Institute for AI; Facebook AI

Discrepancy Ratio: Evaluating Model Performance When Even Experts Disagree on the Truth
链接 | https://openreview.net/pdf?id=Byg-wJSYDS
作者 | Igor Lovchinsky, Alon Daks, Israel Malkin, Pouya Samangouei, Ardavan Saeedi, Yang Liu, Swami Sankaranarayanan, Tomer Gafner, Ben Sternlieb, Patrick Maher, Nathan Silberman

Weakly Supervised Disentanglement with Guarantees
链接 | https://openreview.net/pdf?id=HJgSwyBKvr
作者 | Rui Shu, Yining Chen, Abhishek Kumar, Stefano Ermon, Ben Poole
单位 | Stanford University; Google Brain

Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks
链接 | https://openreview.net/pdf?id=SJlHwkBYDH
作者 | Jiadong Lin, Chuanbiao Song, Kun He, Liwei Wang, John E. Hopcroft
单位 | Huazhong University of Science and Technology; Peking University; Cornell University

Fantastic Generalization Measures and Where to Find Them
链接 | https://openreview.net/pdf?id=SJgIPJBFvH
作者 | Yiding Jiang, Behnam Neyshabur, Hossein Mobahi, Dilip Krishnan, Samy Bengio
单位 | Google Research

Robustness Verification for Transformers
链接 | https://openreview.net/pdf?id=BJxwPJHFwS
作者 | Zhouxing Shi, Huan Zhang, Kai-Wei Chang, Minlie Huang, Cho-Jui Hsieh
单位 | Tsinghua University; University of California, Los Angeles

Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning
链接 | https://openreview.net/pdf?id=HJgcvJBFvB
作者 | Kimin Lee, Kibok Lee, Jinwoo Shin, Honglak Lee
单位 | University of Michigan; Google Brain

Tensor Decompositions for Temporal Knowledge Base Completion
链接 | https://openreview.net/pdf?id=rke2P1BFwS
作者 | Timothée Lacroix, Guillaume Obozinski, Nicolas Usunier
单位 | Facebook AI Research

On Universal Equivariant Set Networks
链接 | https://openreview.net/pdf?id=HkxTwkrKDB
作者 | Nimrod Segol, Yaron Lipman

Provable robustness against all adversarial $l$-perturbations for p≥1p\geq 1p≥1
链接 | https://openreview.net/pdf?id=rklk_ySYPB
作者 | Francesco Croce, Matthias Hein

Don’t Use Large Mini-batches, Use Local SGD
链接 | https://openreview.net/pdf?id=B1eyO1BFPr
作者 | Tao Lin, Sebastian U. Stich, Kumar Kshitij Patel, Martin Jaggi

Kernel of CycleGAN as a principal homogeneous space
链接 | https://openreview.net/pdf?id=B1eWOJHKvB
作者 | Nikita Moriakov, Jonas Adler, Jonas Teuwen

Distributionally Robust Neural Networks
链接 | https://openreview.net/pdf?id=ryxGuJrFvS
作者 | Shiori Sagawa, Pang Wei Koh, Tatsunori B. Hashimoto, Percy Liang
单位 | Stanford University; Microsoft

On Solving Minimax Optimization Locally: A Follow-the-Ridge Approach
链接 | https://openreview.net/pdf?id=Hkx7_1rKwS
作者 | Yuanhao Wang, Guodong Zhang, Jimmy Ba
单位 | Tsinghua University; University of Toronto; Vector Institute

A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning
链接 | https://openreview.net/pdf?id=SJxSOJStPr
作者 | Soochan Lee, Junsoo Ha, Dongsu Zhang, Gunhee Kim

Hyper-SAGNN: a self-attention based graph neural network for hypergraphs
链接 | https://openreview.net/pdf?id=ryeHuJBtPH
作者 | Ruochi Zhang, Yuesong Zou, Jian Ma
单位 | Carnegie Mellon University; Tsinghua University

Neural Epitome Search for Architecture-Agnostic Network Compression
链接 | https://openreview.net/pdf?id=HyxjOyrKvr
作者 | Daquan Zhou, Xiaojie Jin, Qibin Hou, Kaixin Wang, Jianchao Yang, Jiashi Feng
单位 | National University of Singapore

On the Equivalence between Positional Node Embeddings and Structural Graph Representations
链接 | https://openreview.net/pdf?id=SJxzFySKwH
作者 | Balasubramaniam Srinivasan, Bruno Ribeiro
单位 | Purdue University

Probability Calibration for Knowledge Graph Embedding Models
链接 | https://openreview.net/pdf?id=S1g8K1BFwS
作者 | Pedro Tabacof, Luca Costabello

Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks
链接 | https://openreview.net/pdf?id=BylsKkHYvH
作者 | Joonyoung Yi, Juhyuk Lee, Kwang Joon Kim, Sung Ju Hwang, Eunho Yang

DropEdge: Towards Deep Graph Convolutional Networks on Node Classification
链接 | https://openreview.net/pdf?id=Hkx1qkrKPr
作者 | Yu Rong, Wenbing Huang, Tingyang Xu, Junzhou Huang
单位 | Tencent AI Lab; Tsinghua University

Masked Based Unsupervised Content Transfer
链接 | https://openreview.net/pdf?id=BJe-91BtvH
作者 | Ron Mokady, Sagie Benaim, Lior Wolf, Amit Bermano
单位 | Facebook AI Research

U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation
链接 | https://openreview.net/pdf?id=BJlZ5ySKPH
作者 | Junho Kim, Minjae Kim, Hyeonwoo Kang, Kwang Hee Lee

Inductive and Unsupervised Representation Learning on Graph Structured Objects
链接 | https://openreview.net/pdf?id=rkem91rtDB
作者 | Lichen Wang, Bo Zong, Qianqian Ma, Wei Cheng, Jingchao Ni, Wenchao Yu, Yanchi Liu, Dongjin Song, Haifeng Chen, Yun Fu
单位 | Northeastern University; Boston University

Batch-shaping for learning conditional channel gated networks
链接 | https://openreview.net/pdf?id=Bke89JBtvB
作者 | Babak Ehteshami Bejnordi, Tijmen Blankevoort, Max Welling

Learning Robust Representations via Multi-View Information Bottleneck
链接 | https://openreview.net/pdf?id=B1xwcyHFDr
作者 | Marco Federici, Anjan Dutta, Patrick Forré, Nate Kushman, Zeynep Akata
单位 | University of Amsterdam; Microsoft Research

Deep probabilistic subsampling for task-adaptive compressed sensing
链接 | https://openreview.net/pdf?id=SJeq9JBFvH
作者 | Iris A.M. Huijben, Bastiaan S. Veeling, Ruud J.G. van Sloun

Robust anomaly detection and backdoor attack detection via differential privacy
链接 | https://openreview.net/pdf?id=SJx0q1rtvS
作者 | Min Du, Ruoxi Jia, Dawn Song
单位 | UC Berkeley

Learning to Guide Random Search
链接 | https://openreview.net/pdf?id=B1gHokBKwS
作者 | Ozan Sener, Vladlen Koltun
单位 | Intel Labs

Lagrangian Fluid Simulation with Continuous Convolutions
链接 | https://openreview.net/pdf?id=B1lDoJSYDH
作者 | Benjamin Ummenhofer, Lukas Prantl, Nils Thuerey, Vladlen Koltun

Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs
链接 | https://openreview.net/pdf?id=rkxDoJBYPB
作者 | Aditya Paliwal, Felix Gimeno, Vinod Nair, Yujia Li, Miles Lubin, Pushmeet Kohli, Oriol Vinyals
单位 | Google Research; DeepMind;

Compressive Transformers for Long-Range Sequence Modelling
链接 | https://openreview.net/pdf?id=SylKikSYDH
作者 | Jack W. Rae, Anna Potapenko, Siddhant M. Jayakumar, Chloe Hillier, Timothy P. Lillicrap

A Stochastic Derivative Free Optimization Method with Momentum
链接 | https://openreview.net/pdf?id=HylAoJSKvH
作者 | Eduard Gorbunov, Adel Bibi, Ozan Sener, El Houcine Bergou, Peter Richtarik

Understanding and Improving Information Transfer in Multi-Task Learning
链接 | https://openreview.net/pdf?id=SylzhkBtDB
作者 | Sen Wu, Hongyang Zhang, Christopher Ré
单位 | Stanford University; University of Pennsylvania

Learning To Explore Using Active Neural SLAM
链接 | https://openreview.net/pdf?id=HklXn1BKDH
作者 | Devendra Singh Chaplot, Dhiraj Gandhi, Saurabh Gupta, Abhinav Gupta, Ruslan Salakhutdinov
单位 | Carnegie Mellon University; Facebook AI Research; UIUC

EMPIR: Ensembles of Mixed Precision Deep Networks for Increased Robustness Against Adversarial Attacks
链接 | https://openreview.net/pdf?id=HJem3yHKwH
作者 | Sanchari Sen, Balaraman Ravindran, Anand Raghunathan
单位 | Purdue University;

Quantifying Point-Prediction Uncertainty in Neural Networks via Residual Estimation with an I/O Kernel
链接 | https://openreview.net/pdf?id=rkxNh1Stvr
作者 | Xin Qiu, Elliot Meyerson, Risto Miikkulainen

B-Spline CNNs on Lie groups
链接 | https://openreview.net/pdf?id=H1gBhkBFDH
作者 | Erik J Bekkers
单位 | University of Amsterdam

Neural Outlier Rejection for Self-Supervised Keypoint Learning
链接 | https://openreview.net/pdf?id=Skx82ySYPH
作者 | Jiexiong Tang, Hanme Kim, Vitor Guizilini, Sudeep Pillai, Rares Ambrus

Reducing Transformer Depth on Demand with Structured Dropout
链接 | https://openreview.net/pdf?id=SylO2yStDr
作者 | Angela Fan, Edouard Grave, Armand Joulin
单位 | Facebook AI Research

Cross-Lingual Ability of Multilingual BERT: An Empirical Study
链接 | https://openreview.net/pdf?id=HJeT3yrtDr
作者 | Karthikeyan K, Zihan Wang, Stephen Mayhew, Dan Roth
单位 | University of Illinois Urbana-Champaign; University of Pennsylvania

SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition
链接 | https://openreview.net/pdf?id=rkl03ySYDH
作者 | Zhixuan Lin, Yi-Fu Wu, Skand Vishwanath Peri, Weihao Sun, Gautam Singh, Fei Deng, Jindong Jiang, Sungjin Ahn
单位 | Rutgers University; Zhejiang University

RIDE: Rewarding Impact-Driven Exploration for Procedurally-Generated Environments
链接 | https://openreview.net/pdf?id=rkg-TJBFPB
作者 | Roberta Raileanu, Tim Rocktäschel
单位 | New York University; University College London

Low-dimensional statistical manifold embedding of directed graphs
链接 | https://openreview.net/pdf?id=SkxQp1StDH
作者 | Thorben Funke, Tian Guo, Alen Lancic, Nino Antulov-Fantulin

Efficient Probabilistic Logic Reasoning with Graph Neural Networks
链接 | https://openreview.net/pdf?id=rJg76kStwH
作者 | Yuyu Zhang, Xinshi Chen, Yuan Yang, Arun Ramamurthy, Bo Li, Yuan Qi, Le Song
单位 | Georgia Institute of Technology; University of Illinois at Urbana Champaign

GraphSAINT: Graph Sampling Based Inductive Learning Method
链接 | https://openreview.net/pdf?id=BJe8pkHFwS
作者 | Hanqing Zeng, Hongkuan Zhou, Ajitesh Srivastava, Rajgopal Kannan, Viktor Prasanna
单位 | University of Southern California;

You Only Train Once: Loss-Conditional Training of Deep Networks
链接 | https://openreview.net/pdf?id=HyxY6JHKwr
作者 | Alexey Dosovitskiy, Josip Djolonga
单位 | Google Research

Projection-Based Constrained Policy Optimization
链接 | https://openreview.net/pdf?id=rke3TJrtPS
作者 | Tsung-Yen Yang, Justinian Rosca, Karthik Narasimhan, Peter J. Ramadge
单位 | Princeton University;

Infinite-Horizon Differentiable Model Predictive Control
链接 | https://openreview.net/pdf?id=ryxC6kSYPr
作者 | Sebastian East, Marco Gallieri, Jonathan Masci, Jan Koutnik, Mark Cannon
单位 | University of Oxford

Combining Q-Learning and Search with Amortized Value Estimates
链接 | https://openreview.net/pdf?id=SkeAaJrKDS
作者 | Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Theophane Weber, Lars Buesing, Peter W. Battaglia
单位 | DeepMind

Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators
链接 | https://openreview.net/pdf?id=Hye1RJHKwB
作者 | Daniel Stoller, Sebastian Ewert, Simon Dixon
单位 | Queen Mary University

Decentralized Deep Learning with Arbitrary Communication Compression
链接 | https://openreview.net/pdf?id=SkgGCkrKvH
作者 | Anastasia Koloskova, Tao Lin, Sebastian U Stich, Martin Jaggi

Toward Evaluating Robustness of Deep Reinforcement Learning with Continuous Control
链接 | https://openreview.net/pdf?id=SylL0krYPS
作者 | Tsui-Wei Weng, Krishnamurthy (Dj) Dvijotham, Jonathan Uesato, Kai Xiao, Sven Gowal, Robert Stanforth, Pushmeet Kohli
单位 | MIT; DeepMind

Gradient $\ell$ Regularization for Quantization Robustness
链接 | https://openreview.net/pdf?id=ryxK0JBtPr
作者 | Milad Alizadeh, Arash Behboodi, Mart van Baalen, Christos Louizos, Tijmen Blankevoort, Max Welling

SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with Spikes
链接 | https://openreview.net/pdf?id=rkxs0yHFPH
作者 | Johannes C. Thiele, Olivier Bichler, Antoine Dupret

On the Relationship between Self-Attention and Convolutional Layers
链接 | https://openreview.net/pdf?id=HJlnC1rKPB
作者 | Jean-Baptiste Cordonnier, Andreas Loukas, Martin Jaggi

Learning-Augmented Data Stream Algorithms
链接 | https://openreview.net/pdf?id=HyxJ1xBYDH
作者 | Tanqiu Jiang, Yi Li, Honghao Lin, Yisong Ruan, David P. Woodruff

Structured Object-Aware Physics Prediction for Video Modeling and Planning
链接 | https://openreview.net/pdf?id=B1e-kxSKDH
作者 | Jannik Kossen, Karl Stelzner, Marcel Hussing, Claas Voelcker, Kristian Kersting

Incorporating BERT into Neural Machine Translation
链接 | https://openreview.net/pdf?id=Hyl7ygStwB
作者 | Jinhua Zhu, Yingce Xia, Lijun Wu, Di He, Tao Qin, Wengang Zhou, Houqiang Li, Tieyan Liu
单位 | University of Science and Technology of China; Microsoft Research; Sun Yat-sen University; Peking University

MMA Training: Direct Input Space Margin Maximization through Adversarial Training
链接 | https://openreview.net/pdf?id=HkeryxBtPB
作者 | Gavin Weiguang Ding, Yash Sharma, Kry Yik Chau Lui, Ruitong Huang

Infinite-horizon Off-Policy Policy Evaluation with Multiple Behavior Policies
链接 | https://openreview.net/pdf?id=rkgU1gHtvr
作者 | Xinyun Chen, Lu Wang, Yizhe Hang, Heng Ge, Hongyuan Zha
单位 | Chinese University of Hong Kong;

vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations
链接 | https://openreview.net/pdf?id=rylwJxrYDS
作者 | Alexei Baevski, Steffen Schneider, Michael Auli
单位 | Facebook AI Research

Meta-learning curiosity algorithms
链接 | https://openreview.net/pdf?id=BygdyxHFDS
作者 | Ferran Alet, Martin F. Schneider, Tomas Lozano-Perez, Leslie Pack Kaelbling
单位 | MIT

Making Efficient Use of Demonstrations to Solve Hard Exploration Problems
链接 | https://openreview.net/pdf?id=SygKyeHKDH
作者 | Caglar Gulcehre, Tom Le Paine, Bobak Shahriari, Misha Denil, Matt Hoffman, Hubert Soyer, Richard Tanburn, Steven Kapturowski, Neil Rabinowitz, Duncan Williams, Gabriel Barth-Maron, Ziyu Wang, Nando de Freitas, Worlds Team
单位 | DeepMind

VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning
链接 | https://openreview.net/pdf?id=Hkl9JlBYvr
作者 | Luisa Zintgraf, Kyriacos Shiarlis, Maximilian Igl, Sebastian Schulze, Yarin Gal, Katja Hofmann, Shimon Whiteson
单位 | University of Oxford; Microsoft Research

Lookahead: A Far-sighted Alternative of Magnitude-based Pruning
链接 | https://openreview.net/pdf?id=ryl3ygHYDB
作者 | Sejun Park, Jaeho Lee, Sangwoo Mo, Jinwoo Shin

Spike-based causal inference for weight alignment
链接 | https://openreview.net/pdf?id=rJxWxxSYvB
作者 | Jordan Guerguiev, Konrad Kording, Blake Richards
单位 | University of Toronto; University of Pennsylvania; McGill University

Empirical Bayes Transductive Meta-Learning with Synthetic Gradients
链接 | https://openreview.net/pdf?id=Hkg-xgrYvH
作者 | Shell Xu Hu, Pablo Moreno, Yang Xiao, Xi Shen, Guillaume Obozinski, Neil Lawrence, Andreas Damianou

Keep Doing What Worked: Behavior Modelling Priors for Offline Reinforcement Learning
链接 | https://openreview.net/pdf?id=rke7geHtwH
作者 | Noah Siegel, Jost Tobias Springenberg, Felix Berkenkamp, Abbas Abdolmaleki, Michael Neunert, Thomas Lampe, Roland Hafner, Nicolas Heess, Martin Riedmiller
单位 | DeepMind

Understanding the Limitations of Conditional Generative Models
链接 | https://openreview.net/pdf?id=r1lPleBFvH
作者 | Ethan Fetaya, Joern-Henrik Jacobsen, Will Grathwohl, Richard Zemel
单位 | Vector Institute; University of Toronto

Demystifying Inter-Class Disentanglement
链接 | https://openreview.net/pdf?id=Hyl9xxHYPr
作者 | Aviv Gabbay, Yedid Hoshen

Mixed-curvature Variational Autoencoders
链接 | https://openreview.net/pdf?id=S1g6xeSKDS
作者 | Ondrej Skopek, Octavian-Eugen Ganea, Gary Bécigneul
单位 | ETH Zurich; MIT

BinaryDuo: Reducing Gradient Mismatch in Binary Activation Network by Coupling Binary Activations
链接 | https://openreview.net/pdf?id=r1x0lxrFPS
作者 | Hyungjun Kim, Kyungsu Kim, Jinseok Kim, Jae-Joon Kim

Model-based reinforcement learning for biological sequence design
链接 | https://openreview.net/pdf?id=HklxbgBKvr
作者 | Christof Angermueller, David Dohan, David Belanger, Ramya Deshpande, Kevin Murphy, Lucy Colwell
单位 | Google Research; Caltech

BayesOpt Adversarial Attack
链接 | https://openreview.net/pdf?id=Hkem-lrtvH
作者 | Binxin Ru, Adam Cobb, Arno Blaas, Yarin Gal
单位 | University of Oxford

Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies
链接 | https://openreview.net/pdf?id=HkgsWxrtPB
作者 | Sungryull Sohn, Hyunjae Woo, Jongwook Choi, Honglak Lee
单位 | University of Michigan; Google Brain

Hypermodels for Exploration
链接 | https://openreview.net/pdf?id=ryx6WgStPB
作者 | Vikranth Dwaracherla, Xiuyuan Lu, Morteza Ibrahimi, Ian Osband, Zheng Wen, Benjamin Van Roy

RaPP: Novelty Detection with Reconstruction along Projection Pathway
链接 | https://openreview.net/pdf?id=HkgeGeBYDB
作者 | Ki Hyun Kim, Sangwoo Shim, Yongsub Lim, Jongseob Jeon, Jeongwoo Choi, Byungchan Kim, Andre S. Yoon

Dynamics-Aware Embeddings
链接 | https://openreview.net/pdf?id=BJgZGeHFPH
作者 | William Whitney, Rajat Agarwal, Kyunghyun Cho, Abhinav Gupta
单位 | New York University; Carnegie Mellon University; Facebook AI Research

Functional Regularisation for Continual Learning with Gaussian Processes
链接 | https://openreview.net/pdf?id=HkxCzeHFDB
作者 | Michalis K. Titsias, Jonathan Schwarz, Alexander G. de G. Matthews, Razvan Pascanu, Yee Whye Teh
单位 | DeepMind; University College London

You CAN Teach an Old Dog New Tricks! On Training Knowledge Graph Embeddings
链接 | https://openreview.net/pdf?id=BkxSmlBFvr
作者 | Daniel Ruffinelli, Samuel Broscheit, Rainer Gemulla

AdvectiveNet: An Eulerian-Lagrangian Fluidic Reservoir for Point Cloud Processing
链接 | https://openreview.net/pdf?id=H1eqQeHFDS
作者 | Xingzhe He, Helen Lu Cao, Bo Zhu
单位 | Rutgers University; Dartmouth College

Never Give Up: Learning Directed Exploration Strategies
链接 | https://openreview.net/pdf?id=Sye57xStvB
作者 | Adrià Puigdomènech Badia, Pablo Sprechmann, Alex Vitvitskyi, Daniel Guo, Bilal Piot, Steven Kapturowski, Olivier Tieleman, Martin Arjovsky, Alexander Pritzel, Andrew Bolt, Charles Blundell
单位 | DeepMind

Fair Resource Allocation in Federated Learning
链接 | https://openreview.net/pdf?id=ByexElSYDr
作者 | Tian Li, Maziar Sanjabi, Ahmad Beirami, Virginia Smith
单位 | CMU; Facebook AI

Smooth markets: A basic mechanism for organizing gradient-based learners
链接 | https://openreview.net/pdf?id=B1xMEerYvB
作者 | David Balduzzi, Wojciech M. Czarnecki, Tom Anthony, Ian Gemp, Edward Hughes, Joel Leibo, Georgios Piliouras, Thore Graepel
单位 | DeepMind

StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding
链接 | https://openreview.net/pdf?id=BJgQ4lSFPH
作者 | Wei Wang, Bin Bi, Ming Yan, Chen Wu, Jiangnan Xia, Zuyi Bao, Liwei Peng, Luo Si
单位 | Alibaba

Training binary neural networks with real-to-binary convolutions
链接 | https://openreview.net/pdf?id=BJg4NgBKvH
作者 | Brais Martinez, Jing Yang, Adrian Bulat, Georgios Tzimiropoulos

Permutation Equivariant Models for Compositional Generalization in Language
链接 | https://openreview.net/pdf?id=SylVNerFvr
作者 | Jonathan Gordon, David Lopez-Paz, Marco Baroni, Diane Bouchacourt
单位 | University of Cambridge; Facebook AI Research

Continual learning with hypernetworks
链接 | https://openreview.net/pdf?id=SJgwNerKvB
作者 | Johannes von Oswald, Christian Henning, João Sacramento, Benjamin F. Grewe

Phase Transitions for the Information Bottleneck in Representation Learning
链接 | https://openreview.net/pdf?id=HJloElBYvB
作者 | Tailin Wu, Ian Fischer
单位 | MIT; Google Research

Variational Template Machine for Data-to-Text Generation
链接 | https://openreview.net/pdf?id=HkejNgBtPB
作者 | Rong Ye, Wenxian Shi, Hao Zhou, Zhongyu Wei, Lei Li
单位 | Fudan University

Memory-Based Graph Networks
链接 | https://openreview.net/pdf?id=r1laNeBYPB
作者 | Amir Hosein Khasahmadi, Kaveh Hassani, Parsa Moradi, Leo Lee, Quaid Morris
单位 | University of Toronto; Vector Institute

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
链接 | https://openreview.net/pdf?id=S1gmrxHFvB
作者 | Dan Hendrycks, Norman Mu, Ekin Dogus Cubuk, Barret Zoph, Justin Gilmer, Balaji Lakshminarayanan
单位 | DeepMind

AtomNAS: Fine-Grained End-to-End Neural Architecture Search
链接 | https://openreview.net/pdf?id=BylQSxHFwr
作者 | Jieru Mei, Yingwei Li, Xiaochen Lian, Xiaojie Jin, Linjie Yang, Alan Yuille, Jianchao Yang
单位 | Johns Hopkins University

Residual Energy-Based Models for Text Generation
链接 | https://openreview.net/pdf?id=B1l4SgHKDH
作者 | Yuntian Deng, Anton Bakhtin, Myle Ott, Arthur Szlam, Marc’Aurelio Ranzato
单位 | Harvard University; Facebook AI Research

A closer look at the approximation capabilities of neural networks
链接 | https://openreview.net/pdf?id=rkevSgrtPr
作者 | Kai Fong Ernest Chong
单位 | Singapore University of Technology and Design

Deep Audio Priors Emerge From Harmonic Convolutional Networks
链接 | https://openreview.net/pdf?id=rygjHxrYDB
作者 | Zhoutong Zhang, Yunyun Wang, Chuang Gan, Jiajun Wu, Joshua B. Tenenbaum, Antonio Torralba, William T. Freeman
单位 | MIT; Tsinghua University; Stanford University; Google Research

Expected Information Maximization: Using the I-Projection for Mixture Density Estimation
链接 | https://openreview.net/pdf?id=ByglLlHFDS
作者 | Philipp Becker, Oleg Arenz, Gerhard Neumann

A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms
链接 | https://openreview.net/pdf?id=ryxWIgBFPS
作者 | Yoshua Bengio, Tristan Deleu, Nasim Rahaman, Nan Rosemary Ke, Sebastien Lachapelle, Olexa Bilaniuk, Anirudh Goyal, Christopher Pal
单位 | MILA

On the interaction between supervision and self-play in emergent communication
链接 | https://openreview.net/pdf?id=rJxGLlBtwH
作者 | Ryan Lowe, Abhinav Gupta, Jakob Foerster, Douwe Kiela, Joelle Pineau
单位 | MILA; Facebook AI Research

Dynamic Model Pruning with Feedback
链接 | https://openreview.net/pdf?id=SJem8lSFwB
作者 | Tao Lin, Sebastian U. Stich, Luis Barba, Daniil Dmitriev, Martin Jaggi

Latent Normalizing Flows for Many-to-Many Cross-Domain Mappings
链接 | https://openreview.net/pdf?id=SJxE8erKDH
作者 | Shweta Mahajan, Iryna Gurevych, Stefan Roth

Transferring Optimality Across Data Distributions via Homotopy Methods
链接 | https://openreview.net/pdf?id=S1gEIerYwH
作者 | Matilde Gargiani, Andrea Zanelli, Quoc Tran Dinh, Moritz Diehl, Frank Hutter

Regularizing activations in neural networks via distribution matching with the Wasserstein metric
链接 | https://openreview.net/pdf?id=rygwLgrYPB
作者 | Taejong Joo, Donggu Kang, Byunghoon Kim

Mutual Information Gradient Estimation for Representation Learning
链接 | https://openreview.net/pdf?id=ByxaUgrFvH
作者 | Liangjian Wen, Yiji Zhou, Lirong He, Mingyuan Zhou, Zenglin Xu

Lite Transformer with Long-Short Range Attention
链接 | https://openreview.net/pdf?id=ByeMPlHKPH
作者 | Zhanghao Wu, Zhijian Liu, Ji Lin, Yujun Lin, Song Han
单位 | MIT; Shanghai Jiaotong University

A Function Space View of Bounded Norm Infinite Width ReLU Nets: The Multivariate Case
链接 | https://openreview.net/pdf?id=H1lNPxHKDH
作者 | Greg Ongie, Rebecca Willett, Daniel Soudry, Nathan Srebro
单位 | University of Chicago

Adversarial Lipschitz Regularization
链接 | https://openreview.net/pdf?id=Bke_DertPB
作者 | Dávid Terjék

Compositional Language Continual Learning
链接 | https://openreview.net/pdf?id=rklnDgHtDS
作者 | Yuanpeng Li, Liang Zhao, Kenneth Church, Mohamed Elhoseiny

End to End Trainable Active Contours via Differentiable Rendering
链接 | https://openreview.net/pdf?id=rkxawlHKDr
作者 | Shir Gur, Tal Shaharabany, Lior Wolf

Provable Filter Pruning for Efficient Neural Networks
链接 | https://openreview.net/pdf?id=BJxkOlSYDH
作者 | Lucas Liebenwein, Cenk Baykal, Harry Lang, Dan Feldman, Daniela Rus
单位 | MIT

Effect of Activation Functions on the Training of Overparametrized Neural Nets
链接 | https://openreview.net/pdf?id=rkgfdeBYvH
作者 | Abhishek Panigrahi, Abhishek Shetty, Navin Goyal
单位 | Microsoft Research India; Cornell University

Lipschitz constant estimation of Neural Networks via sparse polynomial optimization
链接 | https://openreview.net/pdf?id=rJe4_xSFDB
作者 | Fabian Latorre, Paul Rolland, Volkan Cevher

State Alignment-based Imitation Learning
链接 | https://openreview.net/pdf?id=rylrdxHFDr
作者 | Fangchen Liu, Zhan Ling, Tongzhou Mu, Hao Su
单位 | University of California San Diego

Learning to Group: A Bottom-Up Framework for 3D Part Discovery in Unseen Categories
链接 | https://openreview.net/pdf?id=rkl8dlHYvB
作者 | Tiange Luo, Kaichun Mo, Zhiao Huang, Jiarui Xu, Siyu Hu, Liwei Wang, Hao Su
单位 | Peking University; Stanford University; UC San Diego; HKUST; USTC

Discriminative Particle Filter Reinforcement Learning for Complex Partial observations
链接 | https://openreview.net/pdf?id=HJl8_eHYvS
作者 | Xiao Ma, Peter Karkus, David Hsu, Wee Sun Lee, Nan Ye
单位 | National Unviersity of Singapore; The University of Queesland

Unrestricted Adversarial Examples via Semantic Manipulation
链接 | https://openreview.net/pdf?id=Sye_OgHFwH
作者 | Anand Bhattad, Min Jin Chong, Kaizhao Liang, Bo Li, D. A. Forsyth
单位 | University of Illinois at Urbana-Champaign

Classification-Based Anomaly Detection for General Data
链接 | https://openreview.net/pdf?id=H1lK_lBtvS
作者 | Liron Bergman, Yedid Hoshen

Scale-Equivariant Steerable Networks
链接 | https://openreview.net/pdf?id=HJgpugrKPS
作者 | Ivan Sosnovik, Michał Szmaja, Arnold Smeulders
单位 | University of Amsterdam

On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning
链接 | https://openreview.net/pdf?id=SkxxtgHKPS
作者 | Jian Li, Xuanyuan Luo, Mingda Qiao
单位 | Tsinghua University; Stanford University

Consistency Regularization for Generative Adversarial Networks
链接 | https://openreview.net/pdf?id=S1lxKlSKPH
作者 | Han Zhang, Zizhao Zhang, Augustus Odena, Honglak Lee
单位 | Google Research

Differentiable learning of numerical rules in knowledge graphs
链接 | https://openreview.net/pdf?id=rJleKgrKwS
作者 | Po-Wei Wang, Daria Stepanova, Csaba Domokos, J. Zico Kolter
单位 | Carnegie Mellon University; Bosch Center for AI

Learning to Move with Affordance Maps
链接 | https://openreview.net/pdf?id=BJgMFxrYPB
作者 | William Qi, Ravi Teja Mullapudi, Saurabh Gupta, Deva Ramanan
单位 | Carnegie Mellon University; UIUC

Neural tangent kernels, transportation mappings, and universal approximation
链接 | https://openreview.net/pdf?id=HklQYxBKwS
作者 | Ziwei Ji, Matus Telgarsky, Ruicheng Xian
单位 | University of Illinois at Urbana-Champaign

SCALOR: Generative World Models with Scalable Object Representations
链接 | https://openreview.net/pdf?id=SJxrKgStDH
作者 | Jindong Jiang, Sepehr Janghorbani, Gerard De Melo, Sungjin Ahn
单位 | Rutgers University

Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks
链接 | https://openreview.net/pdf?id=SyevYxHtDB
作者 | Tribhuvanesh Orekondy, Bernt Schiele, Mario Fritz

Domain Adaptive Multibranch Networks
链接 | https://openreview.net/pdf?id=rJxycxHKDS
作者 | Róger Bermúdez-Chacón, Mathieu Salzmann, Pascal Fua

DiffTaichi: Differentiable Programming for Physical Simulation
链接 | https://openreview.net/pdf?id=B1eB5xSFvr
作者 | Yuanming Hu, Luke Anderson, Tzu-Mao Li, Qi Sun, Nathan Carr, Jonathan Ragan-Kelley, Fredo Durand
单位 | MIT; Adobe Research; UC Berkeley

Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning
链接 | https://openreview.net/pdf?id=BJxI5gHKDr
作者 | Arsenii Ashukha, Alexander Lyzhov, Dmitry Molchanov, Dmitry Vetrov

Episodic Reinforcement Learning with Associative Memory
链接 | https://openreview.net/pdf?id=HkxjqxBYDB
作者 | Guangxiang Zhu, Zichuan Lin, Guangwen Yang, Chongjie Zhang
单位 | Tsinghua University

Sub-policy Adaptation for Hierarchical Reinforcement Learning
链接 | https://openreview.net/pdf?id=ByeWogStDS
作者 | Alexander Li, Carlos Florensa, Ignasi Clavera, Pieter Abbeel
单位 | UC Berkeley

Critical initialisation in continuous approximations of binary neural networks
链接 | https://openreview.net/pdf?id=rylmoxrFDH
作者 | George Stamatescu, Federica Gerace, Carlo Lucibello, Ian Fuss, Langford White
单位 | University of Adelaide

Deep Orientation Uncertainty Learning based on a Bingham Loss
链接 | https://openreview.net/pdf?id=ryloogSKDS
作者 | Igor Gilitschenski, Roshni Sahoo, Wilko Schwarting, Alexander Amini, Sertac Karaman, Daniela Rus
单位 | MIT

Co-Attentive Equivariant Neural Networks: Focusing Equivariance On Transformations Co-Occurring in Data
链接 | https://openreview.net/pdf?id=r1g6ogrtDr
作者 | David W. Romero, Mark Hoogendoorn

Mixed Precision DNNs: All you need is a good parametrization
链接 | https://openreview.net/pdf?id=Hyx0slrFvH
作者 | Stefan Uhlich, Lukas Mauch, Fabien Cardinaux, Kazuki Yoshiyama, Javier Alonso Garcia, Stephen Tiedemann, Thomas Kemp, Akira Nakamura

Information Geometry of Orthogonal Initializations and Training
链接 | https://openreview.net/pdf?id=rkg1ngrFPr
作者 | Piotr Aleksander Sokół, Il Memming Park

Extreme Classification via Adversarial Softmax Approximation
链接 | https://openreview.net/pdf?id=rJxe3xSYDS
作者 | Robert Bamler, Stephan Mandt
单位 | UC Irvine

Learning Nearly Decomposable Value Functions Via Communication Minimization
链接 | https://openreview.net/pdf?id=HJx-3grYDB
作者 | Tonghan Wang, Jianhao Wang, Chongyi Zheng, Chongjie Zhang
单位 | Tsinghua University

Robust Subspace Recovery Layer for Unsupervised Anomaly Detection
链接 | https://openreview.net/pdf?id=rylb3eBtwr
作者 | Chieh-Hsin Lai, Dongmian Zou, Gilad Lerman
单位 | University of Minnesota

Learning to Coordinate Manipulation Skills via Skill Behavior Diversification
链接 | https://openreview.net/pdf?id=ryxB2lBtvH
作者 | Youngwoon Lee, Jingyun Yang, Joseph J. Lim
单位 | University of Southern California

NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search
链接 | https://openreview.net/pdf?id=SJx9ngStPH
作者 | Arber Zela, Julien Siems, Frank Hutter

Conservative Uncertainty Estimation By Fitting Prior Networks
链接 | https://openreview.net/pdf?id=BJlahxHYDS
作者 | Kamil Ciosek, Vincent Fortuin, Ryota Tomioka, Katja Hofmann, Richard Turner

Understanding Generalization in Recurrent Neural Networks
链接 | https://openreview.net/pdf?id=rkgg6xBYDH
作者 | Zhuozhuo Tu, Fengxiang He, Dacheng Tao
单位 | University of Sydney

The Shape of Data: Intrinsic Distance for Data Distributions
链接 | https://openreview.net/pdf?id=HyebplHYwB
作者 | Anton Tsitsulin, Marina Munkhoeva, Davide Mottin, Panagiotis Karras, Alex Bronstein, Ivan Oseledets, Emmanuel Mueller

How to 0wn the NAS in Your Spare Time
链接 | https://openreview.net/pdf?id=S1erpeBFPB
作者 | Sanghyun Hong, Michael Davinroy, Yiǧitcan Kaya, Dana Dachman-Soled, Tudor Dumitraş
单位 | University of Maryland, College Park

Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation
链接 | https://openreview.net/pdf?id=B1xSperKvH
作者 | Nitin Rathi, Gopalakrishnan Srinivasan, Priyadarshini Panda, Kaushik Roy
单位 | Purdue University; Yale University

BREAKING CERTIFIED DEFENSES: SEMANTIC ADVERSARIAL EXAMPLES WITH SPOOFED ROBUSTNESS CERTIFICATES
链接 | https://openreview.net/pdf?id=HJxdTxHYvB
作者 | Amin Ghiasi, Ali Shafahi, Tom Goldstein
单位 | University of Maryland

Query-efficient Meta Attack to Deep Neural Networks
链接 | https://openreview.net/pdf?id=Skxd6gSYDS
作者 | Jiawei Du, Hu Zhang, Joey Tianyi Zhou, Yi Yang, Jiashi Feng
单位 | National University of Singapore

Massively Multilingual Sparse Word Representations
链接 | https://openreview.net/pdf?id=HyeYTgrFPB
作者 | Gábor Berend

Monotonic Multihead Attention
链接 | https://openreview.net/pdf?id=Hyg96gBKPS
作者 | Xutai Ma, Juan Miguel Pino, James Cross, Liezl Puzon, Jiatao Gu
单位 | Facebook; Johns Hopkins University

Gradients as Features for Deep Representation Learning
链接 | https://openreview.net/pdf?id=BkeoaeHKDS
作者 | Fangzhou Mu, Yingyu Liang, Yin Li
单位 | University of Wisconsin-Madison

Pay Attention to Features, Transfer Learn Faster CNNs
链接 | https://openreview.net/pdf?id=ryxyCeHtPB
作者 | Kafeng Wang, Xitong Gao, Yiren Zhao, Xingjian Li, Dejing Dou, Cheng-Zhong Xu
单位 | Chinese Academy of Sciences; University of Cambridge

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