近日，机器学习和计算神经科学领域国际顶会NeurIPS 2020论文接收列表公布，共接收论文1899篇，包含Oral论文105篇，Spotlight论文280篇。

此次接收列表中，智源研究院共有35篇入围——朱军8篇，王立威4篇，唐杰3篇，黄铁军、张长水、叶杰平、孙剑、崔鹏、朱占星各2篇，颜水成、文继荣、孙茂松、何晓冬、林宙辰、李国齐、施柏鑫、黄高、李纪为、孙栩、张祥雨各1篇。

以下是智源研究院被接收论文具体列表（滑动查看）：

朱军

清华大学教授，智源研究员

参与论文8篇，位列华人学者Top 3：

Multi-Label Classification: Does Hamming Loss and Subset Accuracy really conflict with each other? 

Guoqiang Wu (Tsinghua University) · Jun Zhu (Tsinghua University) 

Further Analysis of Outlier Detection with Deep Generative Models

Ziyu Wang (Tsinghua University) · Bin Dai (Samsung Research China - Beijing) · David P Wipf (Microsoft Research Asia) · Jun Zhu (Tsinghua University)

Efficient Learning of Generative Models via Finite-Difference Score Matching

Tianyu Pang (Tsinghua University) · Taufik Xu (Tsinghua University) · Chongxuan LI (Tsinghua University) · Yang Song (Stanford University) · Stefano Ermon (Stanford) · Jun Zhu (Tsinghua University)

Adversarial Distributional Training for Robust Deep Learning

Yinpeng Dong (Tsinghua University) · Zhijie Deng (Tsinghua University) · Tianyu Pang (Tsinghua University) · Hang Su (Tsinghua Univiersity) · Jun Zhu (Tsinghua University)

Bi-level Score Matching for Learning Energy-based Latent Variable Models

Fan Bao (Tsinghua University) · Chongxuan LI (Tsinghua University) · Taufik Xu (Tsinghua University) · Hang Su (Tsinghua Univiersity) · Jun Zhu (Tsinghua University) · Bo Zhang (Tsinghua University) 

Boosting Adversarial Training with Hypersphere Embedding

Tianyu Pang (Tsinghua University) · Xiao Yang (Tsinghua University) · Yinpeng Dong (Tsinghua University) · Taufik Xu (Tsinghua University) · Hang Su (Tsinghua Univiersity) · Jun Zhu (Tsinghua University)

Calibrated Reliable Regression using Maximum Mean Discrepancy

Peng Cui (Tsinghua University) · Wenbo Hu (Tsinghua University) · Jun Zhu (Tsinghua University)

Understanding and Exploring the Network with Stochastic Architectures

Zhijie Deng (Tsinghua University) · Yinpeng Dong (Tsinghua University) · Shifeng Zhang (Department of Computer Science and Technology, Tsinghua University) · Jun Zhu (Tsinghua University)

王立威

北京大学教授，智源研究员

参与论文4篇：

Locally Differentially Private (Contextual) Bandits Learning

Kai Zheng (Kuaishou) · Tianle Cai (Peking University) · Weiran Huang (Noah's Ark Lab) · Zhenguo Li (Noah's Ark Lab, Huawei Tech Investment Co Ltd) · Liwei Wang (Peking University)

RepPoints v2: Verification Meets Regression for Object Detection

Yihong Chen (Peking University) · Zheng Zhang (MSRA) · Yue Cao (Microsoft Research) · Liwei Wang (Peking University) · Stephen Lin (Microsoft Research) · Han Hu (Microsoft Research Asia) 

Improved Analysis of Clipping Algorithms for Non-convex Optimization

Bohang Zhang (Peking University) · Jikai Jin (Peking University) · Cong Fang (Peking University) · Liwei Wang (Peking University)

Sanity-Checking Pruning Methods: Random Tickets can Win the Jackpot

Jingtong Su (Peking University) · Yihang Chen (Peking University) · Tianle Cai (Peking University) · Tianhao Wu (Peking University) · Ruiqi Gao (Peking University) · Liwei Wang (Peking University) · Jason Lee (Princeton University) 

唐杰

智源研究院学术副院长，清华大学教授

参与论文3篇：

Concentration Bounds for Co-occurrence Matrices of Markov Chains

Jiezhong Qiu (Tsinghua University) · Chi Wang (Microsoft Research) · Ben Liao (Tencent) · Richard Peng (Georgia Tech) · Jie Tang (Tsinghua University) 

CogLTX: Applying BERT to Long Texts

Ming Ding (Tsinghua University) · Chang Zhou (Alibaba Group) · Hongxia Yang (Alibaba Group) · Jie Tang (Tsinghua University) 

Graph Random Neural Networks for Semi-Supervised Learning on Graphs

Wenzheng Feng (Tsinghua University) · Jie Zhang (Webank Co.,Ltd) · Yuxiao Dong (Microsoft) · Yu Han (Tsinghua University) · Huanbo Luan (Tsinghua University) · Qian Xu (WeBank) · Qiang Yang (WeBank and HKUST) · Evgeny Kharlamov (Bosch Center for Artificial Intelligence) · Jie Tang (Tsinghua University)

黄铁军

智源研究院院长，北京大学教授

参与论文2篇：

Learning Individually Inferred Communication for Multi-Agent Cooperation

Ziluo Ding (Peking University) · Tiejun Huang (Peking University) · Zongqing Lu (Peking University) 

UnModNet: Learning to Unwrap a Modulo Image for High Dynamic Range Imaging

Chu Zhou (Peking University) · Hang Zhao (MIT) · Jin Han (Peking University) · Chang Xu (University of Sydney) · Chao Xu (Peking University) · Tiejun Huang (Peking University) · Boxin Shi (Peking University)

张长水

清华大学教授，智源研究员

参与论文2篇：

Agree to Disagree: Adaptive Ensemble Knowledge Distillation in Gradient Space

Shangchen Du (SenseTime) · Shan You (SenseTime) · Xiaojie Li (sensetime) · Jianlong Wu (Shandong University) · Fei Wang (SenseTime) · Chen Qian (SenseTime) · Changshui Zhang (Tsinghua University)

When Counterpoint Meets Chinese Folk Melodies

Nan Jiang (Tsinghua University) · Sheng Jin (Tsinghua University) · Zhiyao Duan (Unversity of Rochester) · Changshui Zhang (Tsinghua University)

叶杰平

贝壳找房技术副总裁，智源研究员

参与论文2篇：

Knowledge Transfer in Multi-Task Deep Reinforcement Learning for Continuous Control

Zhiyuan Xu (Syracuse University) · Kun Wu (Syracuse University) · Zhengping Che (DiDi AI Labs, Didi Chuxing) · Jian Tang (DiDi AI Labs, DiDi Chuxing) · Jieping Ye (Didi Chuxing) 

Upper Confidence Primal-Dual Reinforcement Learning for CMDP with Adversarial Loss

Shuang Qiu (University of Michigan) · Xiaohan Wei (University of Southern California) · Zhuoran Yang (Princeton) · Jieping Ye (University of Michigan) · Zhaoran Wang (Northwestern University)

孙剑

旷视科技首席科学家，智源研究员

参与论文2篇：

Fine-Grained Dynamic Head for Object Detection

Lin Song (Xi'an Jiaotong University) · Yanwei Li (The Chinese University of Hong Kong) · Zhengkai Jiang (Institute of Automation，Chinese Academy of Sciences) · Zeming Li (Megvii(Face++) Inc) · Hongbin Sun (Xi'an Jiaotong University) · Jian Sun (Megvii, Face++) · Nanning Zheng (Xi'an Jiaotong University) 

Rethinking Learnable Tree Filter for Generic Feature Transform

Lin Song (Xi'an Jiaotong University) · Yanwei Li (The Chinese University of Hong Kong) · Zhengkai Jiang (Institute of Automation，Chinese Academy of Sciences) · Zeming Li (Megvii(Face++) Inc) · Xiangyu Zhang (MEGVII Technology) · Hongbin Sun (Xi'an Jiaotong University) · Jian Sun (Megvii, Face++)/孙剑 · Nanning Zheng (Xi'an Jiaotong University) 

崔鹏

清华大学长聘副教授，智源青年科学家

参与论文2篇：

Calibrated Reliable Regression using Maximum Mean Discrepancy

Peng Cui (Tsinghua University) · Wenbo Hu (Tsinghua University) · Jun Zhu (Tsinghua University)

Counterfactual Prediction for Bundle Treatment

Hao Zou (Tsinghua University) · Peng Cui (Tsinghua University) · Bo Li (Tsinghua University) · Zheyan Shen (Tsinghua University) · Jianxin Ma (Alibaba Group) · Hongxia Yang (Alibaba Group) · Yue He (Tsinghua University) 

朱占星

北京大学特聘研究员，智源青年科学家

参与论文2篇：

Knowledge Distillation in Wide Neural Networks: Risk Bound, Data Efficiency and Imperfect Teacher

Guangda Ji (Peking University) · Zhanxing Zhu (Peking University)

Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework

Dinghuai Zhang (Peking University) · Mao Ye (The University of Texas at Austin) · Chengyue Gong (Peking University) · Zhanxing Zhu (Peking University) · Qiang Liu (UT Austin) 

颜水成

依图科技首席技术官，智源首席科学家

参与论文：

ConvBERT: Improving BERT with Span-based Dynamic Convolution

Zi-Hang Jiang (National University of Singapore) · Weihao Yu (National University of Singapore) · Daquan Zhou (National University of Singapore) · Yunpeng Chen (Yitu Technology) · Jiashi Feng (National University of Singapore) · Shuicheng Yan (National University of Singapore)

文继荣

中国人民大学教授，智源首席科学家

参与论文：

Scalable Graph Neural Networks via Bidirectional Propagation

Ming Chen (Renmin University of China) · Zhewei Wei (Renmin University of China) · Bolin Ding ("Data Analytics and Intelligence Lab, Alibaba Group") · Yaliang Li (Alibaba Group) · Ye Yuan ( Beijing Institute of Technology) · Xiaoyong Du (Renmin University of China) · Ji-Rong Wen (Renmin University of China)

孙茂松

清华大学教授，智源首席科学家

参与论文：

Towards Interpretable Natural Language Understanding with Explanations as Latent Variables

Wangchunshu Zhou (Beihang University) · Jinyi Hu (Tsinghua University) · Hanlin Zhang (South China University of Technology) · Xiaodan Liang (Sun Yat-sen University) · Maosong Sun (Tsinghua University) · Chenyan Xiong (Microsoft Research AI) · Jian Tang (Mila) 

何晓冬

京东人工智能研究院常务副院长，智源研究员

参与论文：

Group Contextual Encoding for 3D Point Clouds

Xu Liu (The University of Tokyo) · Chengtao Li (MIT) · Jian Wang (Carnegie Mellon University) · Jingbo Wang (Peking University) · Boxin Shi (Peking University) · Xiaodong He (JD AI research) 

林宙辰

北京大学教授，智源研究员

参与论文：

ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding

Yibo Yang (Peking University) · Hongyang Li (Peking University) · Shan You (SenseTime) · Fei Wang (SenseTime) · Chen Qian (SenseTime) · Zhouchen Lin (Peking University)

李国齐

清华大学副教授，智源青年科学家

参与论文：

Restoring Negative Information in Few-Shot Object Detection

Yukuan Yang (Tsinghua University) · Fangyun Wei (Microsoft Research Asia) · Miaojing Shi (King's College London) · Guoqi Li (Tsinghua University)

施柏鑫

北京大学研究员，智源青年科学家

参与论文：

UnModNet: Learning to Unwrap a Modulo Image for High Dynamic Range Imaging

Chu Zhou (Peking University) · Hang Zhao (MIT) · Jin Han (Peking University) · Chang Xu (University of Sydney) · Chao Xu (Peking University) · Tiejun Huang (Peking University) · Boxin Shi (Peking University)

黄高

清华大学助理教授，智源青年科学家

参与论文：

Glance and Focus: a Dynamic Approach to Reducing Spatial Redundancy in Image Classification

Yulin Wang (Tsinghua University) · Kangchen Lv (Tsinghua University) · Rui Huang (Tsinghua University) · Shiji Song (Department of Automation, Tsinghua University) · Le Yang (Tsinghua University) · Gao Huang (Tsinghua) 

李纪为

香侬科技创始人，智源青年科学家

参与论文：

SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection

Xiaoya Li (Shannon.AI) · Yuxian Meng (Shannon.AI) · Mingxin Zhou (Shannon.AI) · Qinghong Han (Shannon.AI) · Fei Wu (Zhejiang University) · Jiwei Li (Shannon.AI)

孙栩

北京大学长聘副教授，智源青年科学家

参与论文：

Prophet Attention: Predicting Attention with Future Attention for Improved Image Captioning

Fenglin Liu (Peking University) · Xuancheng Ren (Peking University) · Xian Wu (Tencent Medical AI Lab) · Shen Ge (Tencent Medical AI Lab) · Wei Fan (Tencent) · Yuexian Zou (Peking University) · Xu Sun (Peking University)

张祥雨

旷视研究院基础模块组负责人，智源青年科学家

参与论文：

Rethinking Learnable Tree Filter for Generic Feature Transform

Lin Song (Xi'an Jiaotong University) · Yanwei Li (The Chinese University of Hong Kong) · Zhengkai Jiang (Institute of Automation，Chinese Academy of Sciences) · Zeming Li (Megvii(Face++) Inc) · Xiangyu Zhang (MEGVII Technology) · Hongbin Sun (Xi'an Jiaotong University) · Jian Sun (Megvii, Face++) · Nanning Zheng (Xi'an Jiaotong University) 

滑动查看更多

据统计，本次NeurIPS 2020论文全球接收量排名前十的机构依次为：

1. 谷歌：169篇    
2. 斯坦福大学：104篇
3. 麻省理工大学：98篇    
4. 微软：93篇    
5. 加州伯克利分校：90篇
6. 卡纳基梅隆大学：61篇
7. 清华大学：63篇
8. 普林斯顿大学：83篇
9. 牛津大学：56篇
10. Facebook：52篇

其中，清华大学收文63篇，居国内机构第一。其余国内榜高位机构还包括北京大学、香港大学、上海交通大学等高校，以及腾讯、阿里巴巴、华为等企业。此次智源研究院被接收论文达35篇，国内排名第三：

完整列表详见：

https://neurips.cc/Conferences/2020/AcceptedPapersInitial

关于我们

北京智源人工智能研究院（Beijing Academy of Artificial Intelligence，简称BAAI）成立于2018年11月，是在科技部和北京市委市政府的指导和支持下，由北京市科委和海淀区政府推动成立的新型研发机构。

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