点击上方,选择星标或置顶,每天给你送干货!
阅读大概需要4分钟
跟随小博主,每天进步一丢丢
来自:RUC AI Box
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
方便交流学习,备注:昵称-学校(公司)-方向,进入DL&NLP交流群。
方向有很多:机器学习、深度学习,python,情感分析、意见挖掘、句法分析、机器翻译、人机对话、知识图谱、语音识别等。
记得备注呦
推荐阅读:
【ACL 】腾讯AI Lab解读三大前沿方向及20篇入选论文
【一分钟论文】IJCAI | Self-attentive Biaffine Dependency Parsing
【一分钟论文】 NAACL-使用感知句法词表示的句法增强神经机器翻译
【一分钟论文】Semi-supervised Sequence Learning半监督序列学习
【一分钟论文】Deep Biaffine Attention for Neural Dependency Parsing
详解Transition-based Dependency parser基于转移的依存句法解析器
经验 | 初入NLP领域的一些小建议
学术 | 如何写一篇合格的NLP论文
干货|那些高产的学者都是怎样工作的?
一个简单有效的联合模型
近年来NLP在法律领域的相关研究工作
让更多的人知道你“在看”