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导读

下面论文列表为本小组同学推荐和整理，关于论文细节请联系论文作者。内容涵盖以下研究方向：文本生成、推荐系统、图卷积神经网络、对话系统、迁移学习、实体链接。

本周论文推荐

 1  

 文本生成 

• Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing - Hao Fu, Chunyuan Li, Xiaodong Liu, Jianfeng Gao, Asli Celikyilmaz, Lawrence Carin - NAACL 2019

• Learning  Genaral Purpose Distributed Sentence Representation Via Large Scale Multi-task Learning - Sandeep Subramanian, Adam Trischler, Yoshua Bengio, Christopher J Pal - ICLR 2018

 2  

 推荐系统 

• Metapath-guided Heterogeneous Graph Neural Network for Intent Recommendation - Shaohua Fan, Junxiong Zhu, Xiaotian Han, Chuan Shi, Linmei Hu, Biyu Ma and Yongliang Li - KDD 2019

• A Capsule Network for Recommendation and Explaining What You Like and Dislike - Chenliang Li, Cong Quan, Li Peng, Yunwei Qi, Yuming Deng, Libing Wu - SIGIR 2019

• A Neural Influence Diffusion Model for Social Recommendation - Le Wu, Peijie Sun, Yanjie Fu, Richang Hong, Xiting Wang, Meng Wang - SIGIR 20194. BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer - Fei Sun, Jun Liu, Jian Wu, Changhua Pei, Xiao Lin, Wenwu Ou, Peng Jiang - CIKM 2019

• A Dynamic Co-attention Network for Session-based Recommendation - Wanyu Chen, Fei Cai, Honghui Chen - CIKM 2019

• Recommender System Using Sequential and Global Preference via Attention Mechanism and Topic Modeling - Kyeongpil Kang, Junwoo Park, Wooyoung Kim, Hojung Choe, Jaegul Choo - CIKM 2019

• Rethinking the Item Order in Session-based Recommendation with Graph Neural Networks - Ruihong Qiu, Jingjing Li, Zi Huang, Hongzhi Yin - CIKM 2019

 3  

 图卷积神经网络 

• MIxHop: Higher-Order Graph Convolutional Architechtures via Sparsified Neighborhood Mixing - Sami Abu-El-Haija, Bryan Perozzi, Amol Kapoor, Nazanin Alipourfard, Kristina Lerman, Hrayr Harutyunyan, Greg Ver Steeg, Aram Galstyan - ICML 2019

 4  

 对话系统 

• Global-to-local Memory Pointer Networks for Task-oriented Dialogue - Chien-Sheng Wu, Richard Socher, Caiming Xiong - ICLR 2019

• Neural Response Generation via GAN with an Approximate Embedding Layer - Zhen Xu, Bingquan Liu, Baoxun Wang, Chengjie Sun, Xiaolong Wang, ZhuoranWang, Chao Qi - ACL 2017

 5  

 迁移学习 

• Cross-Lingual Transfer Learning for Question Answering - Chia-Hsuan Lee and Hung-Yi Lee - EMNLP 2019

• Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model - Tsung-Yuan Hsu, Chi-Liang Liu and Hung-yi Lee - EMNLP 2019

• Different Absorption from the Same Sharing: Sifted Multi-task Learning for Fake News Detection - Lianwei Wu, Yuan Rao, Haolin Jin, Ambreen Nazir and Ling Sun - EMNLP 2019

• Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing - Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu and Ting Liu - EMNLP 2019

 6  

 实体链接 

• Effective use of context in noisy entity linking - Mueller D, Durrett G - EMNLP2018

• Entity Linking within a Social Media Platform: A Case Study on Yelp - Dai H, Song Y, Qiu L, et al - EMNLP2018

• Joint multilingual supervision for cross-lingual entity linking - Upadhyay S, Gupta N, Roth D - EMNLP2018

• Pangloss: Fast Entity Linking in Noisy Text Environments - Conover M, Hayes M, Blackburn S, et al - KDD2018

本期编辑：王辉

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