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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
Transfer Learning via Minimizing the Performance Gap Between Domains - Boyu Wang, Jorge Mendez, Mingbo Cai, Eric Eaton - NIPS
Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis - David Clark, Jesse Livezey, Kristofer Bouchard - NIPS
Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation - Ke Wang, Hang Hua, Xiaojun Wan - NIPS
Fast and Flexible Multi-Task Classification using Conditional Neural Adaptive Processes - James Requeima, Jonathan Gordon, John Bronskill, Sebastian Nowozin, Richard Turner - NIPS
2
机器阅读理解
End-to-end memory networks - Sainbayar Sukhbaatar,Arthur Szlam,Jason Weston,Rob Fergus - NeurIPS
Gated-Attention Readers for Text Comprehension - Bhuwan Dhingra,Hanxiao Liu,Zhilin Yang,William W. Cohen,Ruslan Salakhutdinov - ACL
NumNet: Machine Reading Comprehension with Numerical Reasoning - Q Ran, Y Lin, P Li, J Zhou, Z Liu - EMNLP
ReasoNet: Learning to Stop Reading in Machine Comprehension - Yelong Shen, Po-Sen Huang, Jianfeng Gao, Weizhu Chen - KDD
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 - NAACL
Joint Multilingual Supervision for Cross-lingual Entity Linking - Shyam Upadhyay, Nitish Gupta, Dan Roth - EMNLP
They exist! introducing plural mentions to coreference resolution and entity linking – ethan zhou and jinho d. choi - COLING
Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation - Ikuya Yamada, Hiroyuki Shindo, Hideaki Takeda, Yoshiyasu Takefuji - CONLL
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
QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization - Yi-Ting Yeh, Yun-Nung Chen - EMNLP
Deep Graph InfoMax - Petar Veliˇckovi´c, William Fedus, William L. Hamilton, Pietro Li`o, Yoshua Bengio, R Devon Hjelm - ICLR
DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs - Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee - EMNLP
5
图神经网络
Disentangled Graph Convolutional Networks - Jianxin Ma, Peng Cui, Kun Kuang, Xin Wang, Wenwu Zhu - ICML
6
对抗生成网络
Adversarial Variational Embedding for Robust Semi-supervised Learning - Xiang Zhang, Lina Yao, Feng Yuan- SIGKDD
7
推荐系统
Learning Disentangled Representations for Recommendation - Jianxin Ma, Chang Zhou, Peng Cui, Hongxia Yang, Wenwu Zhu - NeurIPS
本期编辑：王辉
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