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Safe Exploration by Solving Early Terminated MDP


Jul 09, 2021
Hao Sun, Ziping Xu, Meng Fang, Zhenghao Peng, Jiadong Guo, Bo Dai, Bolei Zhou


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MHER: Model-based Hindsight Experience Replay


Jul 01, 2021
Rui Yang, Meng Fang, Lei Han, Yali Du, Feng Luo, Xiu Li

* 18 pages, 10 figures 

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DAGN: Discourse-Aware Graph Network for Logical Reasoning


Apr 08, 2021
Yinya Huang, Meng Fang, Yu Cao, Liwei Wang, Xiaodan Liang

* Accepted by NAACL 2021 

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Towards Efficiently Diversifying Dialogue Generation via Embedding Augmentation


Mar 02, 2021
Yu Cao, Liang Ding, Zhiliang Tian, Meng Fang

* 5 pages, 2 figures, ICASSP2021 

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REM-Net: Recursive Erasure Memory Network for Commonsense Evidence Refinement


Jan 03, 2021
Yinya Huang, Meng Fang, Xunlin Zhan, Qingxing Cao, Xiaodan Liang, Liang Lin

* Accepted by AAAI 2021 

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TLeague: A Framework for Competitive Self-Play based Distributed Multi-Agent Reinforcement Learning


Nov 30, 2020
Peng Sun, Jiechao Xiong, Lei Han, Xinghai Sun, Shuxing Li, Jiawei Xu, Meng Fang, Zhengyou Zhang

* 21 pages, 3 figures, technical report 

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TStarBot-X: An Open-Sourced and Comprehensive Study for Efficient League Training in StarCraft II Full Game


Nov 27, 2020
Lei Han, Jiechao Xiong, Peng Sun, Xinghai Sun, Meng Fang, Qingwei Guo, Qiaobo Chen, Tengfei Shi, Hongsheng Yu, Zhengyou Zhang

* 26 pages 

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Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games


Oct 22, 2020
Yunqiu Xu, Meng Fang, Ling Chen, Yali Du, Joey Tianyi Zhou, Chengqi Zhang

* Accepted by NeurIPS2020 

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On the Guaranteed Almost Equivalence between Imitation Learning from Observation and Demonstration


Oct 16, 2020
Zhihao Cheng, Liu Liu, Aishan Liu, Hao Sun, Meng Fang, Dacheng Tao


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Pretrained Language Models for Dialogue Generation with Multiple Input Sources


Oct 15, 2020
Yu Cao, Wei Bi, Meng Fang, Dacheng Tao

* 9 pages (containing 4 pages of references and appendix), accepted to EMNLP2020-Findings 

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Zeroth-Order Supervised Policy Improvement


Jun 11, 2020
Hao Sun, Ziping Xu, Yuhang Song, Meng Fang, Jiechao Xiong, Bo Dai, Zhengyou Zhang, Bolei Zhou


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Unsupervised Domain Adaptation on Reading Comprehension


Nov 13, 2019
Yu Cao, Meng Fang, Baosheng Yu, Joey Tianyi Zhou

* 9 pages, 6 figures, 5 tables, Accepted by AAAI 2020 

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A Corpus-free State2Seq User Simulator for Task-oriented Dialogue


Sep 10, 2019
Yutai Hou, Meng Fang, Wanxiang Che, Ting Liu

* Accepted by CCL2019 

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Learning to Solve a Rubik's Cube with a Dexterous Hand


Jul 26, 2019
Tingguang Li, Weitao Xi, Meng Fang, Jia Xu, Max Qing-Hu Meng

* 7 pages, 6 figures 

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Arena: a toolkit for Multi-Agent Reinforcement Learning


Jul 20, 2019
Qing Wang, Jiechao Xiong, Lei Han, Meng Fang, Xinghai Sun, Zhuobin Zheng, Peng Sun, Zhengyou Zhang

* 21 pages, 14 figures 

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Revisiting Metric Learning for Few-Shot Image Classification


Jul 06, 2019
Xiaomeng Li, Lequan Yu, Chi-Wing Fu, Meng Fang, Pheng-Ann Heng


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BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering


Apr 10, 2019
Yu Cao, Meng Fang, Dacheng Tao

* 5 pages, 1 figure, accepted short paper on NAACL-HLT 2019 

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Towards Query Efficient Black-box Attacks: An Input-free Perspective


Sep 09, 2018
Yali Du, Meng Fang, Jinfeng Yi, Jun Cheng, Dacheng Tao

* Accepted by 11th ACM Workshop on Artificial Intelligence and Security (AISec) with the 25th ACM Conference on Computer and Communications Security (CCS) 

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A Deep Network for Arousal-Valence Emotion Prediction with Acoustic-Visual Cues


May 02, 2018
Songyou Peng, Le Zhang, Yutong Ban, Meng Fang, Stefan Winkler


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Learning how to Active Learn: A Deep Reinforcement Learning Approach


Aug 08, 2017
Meng Fang, Yuan Li, Trevor Cohn

* To appear in EMNLP 2017 

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Model Transfer for Tagging Low-resource Languages using a Bilingual Dictionary


May 01, 2017
Meng Fang, Trevor Cohn

* 5 pages with 2 pages reference. Accepted to appear in ACL 2017 

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Iterative Views Agreement: An Iterative Low-Rank based Structured Optimization Method to Multi-View Spectral Clustering


Aug 19, 2016
Yang Wang, Wenjie Zhang, Lin Wu, Xuemin Lin, Meng Fang, Shirui Pan

* Accepted to appear in IJCAI 2016 

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Learning when to trust distant supervision: An application to low-resource POS tagging using cross-lingual projection


Jul 05, 2016
Meng Fang, Trevor Cohn


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Transfer Learning across Networks for Collective Classification


Mar 11, 2014
Meng Fang, Jie Yin, Xingquan Zhu

* Published in the proceedings of IEEE ICDM 2013 

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