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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：迁移学习、机器阅读理解、实体链接、对话系统、图神经网络、对抗生成网络、推荐系统。

本周论文推荐

 1  

 迁移学习 

• Domain Agnostic Learning with Disentangled Representation - Xingchao Peng, Zijun Huang, Ximeng Sun, Kate Saenko - ICML 2019

• Transfer Learning via Minimizing the Performance Gap Between Domains - Boyu Wang, Jorge Mendez, Mingbo Cai, Eric Eaton - NIPS 2019

• Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis - David Clark, Jesse Livezey, Kristofer Bouchard - NIPS 2019

• Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation - Ke Wang, Hang Hua, Xiaojun Wan - NIPS 2019

• Fast and Flexible Multi-Task Classification using Conditional Neural Adaptive Processes - James Requeima, Jonathan Gordon, John Bronskill, Sebastian Nowozin, Richard Turner - NIPS 2019

 2  

 机器阅读理解 

• End-to-end memory networks - Sainbayar Sukhbaatar,Arthur Szlam,Jason Weston,Rob Fergus - NeurIPS2015

• Gated-Attention Readers for Text Comprehension - Bhuwan Dhingra,Hanxiao Liu,Zhilin Yang,William W. Cohen,Ruslan Salakhutdinov - ACL2017

• NumNet: Machine Reading Comprehension with Numerical Reasoning - Q Ran, Y Lin, P Li, J Zhou, Z Liu - EMNLP2019

• ReasoNet: Learning to Stop Reading in Machine Comprehension - Yelong Shen, Po-Sen Huang, Jianfeng Gao, Weizhu Chen - KDD2017 

 3  

 实体链接 

• Old is Gold: Linguistic Driven Approach for Entity and Relation Linking of Short Text - Ahmad Sakor, Isaiah Onando Mulang’, Kuldeep Singh, Saeedeh Shekarpour, Maria Esther Vidal, Jens Lehmann, Sören Auer - NAACL2019

• Joint Multilingual Supervision for Cross-lingual Entity Linking - Shyam Upadhyay, Nitish Gupta, Dan Roth - EMNLP2018

• They exist! introducing plural mentions to coreference resolution and entity linking – ethan zhou and jinho d. choi - COLING 2018

• Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation - Ikuya Yamada, Hiroyuki Shindo, Hideaki Takeda, Yoshiyasu Takefuji - CONLL 2016 

 4  

 对话系统 

• Proactive Human-Machine Conversation with Explicit Conversation Goals - WenquanWu, Zhen Guo, Xiangyang Zhou, Hua Wu, Xiyuan Zhang, Rongzhong Lian and Haifeng Wang - ACL 2019

• QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization - Yi-Ting Yeh, Yun-Nung Chen - EMNLP 2019

• Deep Graph InfoMax - Petar Veliˇckovi´c, William Fedus, William L. Hamilton, Pietro Li`o, Yoshua Bengio, R Devon Hjelm - ICLR 2019

• DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs - Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee - EMNLP 2019

 5  

 图神经网络 

• Disentangled Graph Convolutional Networks - Jianxin Ma, Peng Cui, Kun Kuang, Xin Wang, Wenwu Zhu - ICML 2019

 6  

 对抗生成网络

• Adversarial Variational Embedding for Robust Semi-supervised Learning - Xiang Zhang, Lina Yao, Feng Yuan- SIGKDD 2019

 7  

 推荐系统 

• Learning Disentangled Representations for Recommendation -  Jianxin Ma, Chang Zhou, Peng Cui, Hongxia Yang, Wenwu Zhu - NeurIPS 2019

本期编辑：王辉

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