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MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks


May 13, 2021
Menghui Zhu, Minghuan Liu, Jian Shen, Zhicheng Zhang, Sheng Chen, Weinan Zhang, Deheng Ye, Yong Yu, Qiang Fu, Wei Yang

* Paper accepted at IJCAI 2021 

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An Adversarial Imitation Click Model for Information Retrieval


Apr 19, 2021
Xinyi Dai, Jianghao Lin, Weinan Zhang, Shuai Li, Weiwen Liu, Ruiming Tang, Xiuqiang He, Jianye Hao, Jun Wang, Yong Yu

* Accepted to WWW 2021 

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MARS: Markov Molecular Sampling for Multi-objective Drug Discovery


Mar 18, 2021
Yutong Xie, Chence Shi, Hao Zhou, Yuwei Yang, Weinan Zhang, Yong Yu, Lei Li

* ICLR 2021 

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Towards Generalized Implementation of Wasserstein Distance in GANs


Jan 12, 2021
Minkai Xu, Zhiming Zhou, Guansong Lu, Jian Tang, Weinan Zhang, Yong Yu

* Accepted by AAAI 2021 

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Improving Knowledge Tracing via Pre-training Question Embeddings


Dec 09, 2020
Yunfei Liu, Yang Yang, Xianyu Chen, Jian Shen, Haifeng Zhang, Yong Yu

* 7 pages,3 figures, IJCAI2020 

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Sobolev Wasserstein GAN


Dec 07, 2020
Minkai Xu, Zhiming Zhou, Guansong Lu, Jian Tang, Weinan Zhang, Yong Yu

* Accepted by AAAI 2021 

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Model-based Policy Optimization with Unsupervised Model Adaptation


Oct 28, 2020
Jian Shen, Han Zhao, Weinan Zhang, Yong Yu

* Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS 2020) 

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Efficient Projection-Free Algorithms for Saddle Point Problems


Oct 21, 2020
Cheng Chen, Luo Luo, Weinan Zhang, Yong Yu


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GeneraLight: Improving Environment Generalization of Traffic Signal Control via Meta Reinforcement Learning


Sep 17, 2020
Chang Liu, Huichu Zhang, Weinan Zhang, Guanjie Zheng, Yong Yu

* Proceedings of the 29th ACM International on Conference on Information and Knowledge Management (CIKM). ACM, 2020 

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GIKT: A Graph-based Interaction Model for Knowledge Tracing


Sep 13, 2020
Yang Yang, Jian Shen, Yanru Qu, Yunfei Liu, Kerong Wang, Yaoming Zhu, Weinan Zhang, Yong Yu

* 16 pages,2 figures, ECMLPKDD2020 

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Glancing Transformer for Non-Autoregressive Neural Machine Translation


Aug 18, 2020
Lihua Qian, Hao Zhou, Yu Bao, Mingxuan Wang, Lin Qiu, Weinan Zhang, Yong Yu, Lei Li

* 11 pages, 3 figures, 4 tables 

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Bidirectional Model-based Policy Optimization


Jul 04, 2020
Hang Lai, Jian Shen, Weinan Zhang, Yong Yu

* Accepted at ICML2020 

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Active Sentence Learning by Adversarial Uncertainty Sampling in Discrete Space


Apr 17, 2020
Dongyu Ru, Yating Luo, Lin Qiu, Hao Zhou, Lei Li, Weinan Zhang, Yong Yu

* 10 pages, 3 figures, 4 tables 

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Infomax Neural Joint Source-Channel Coding via Adversarial Bit Flip


Apr 03, 2020
Yuxuan Song, Minkai Xu, Lantao Yu, Hao Zhou, Shuo Shao, Yong Yu

* AAAI2020 

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AutoFIS: Automatic Feature Interaction Selection in Factorization Models for Click-Through Rate Prediction


Mar 26, 2020
Bin Liu, Chenxu Zhu, Guilin Li, Weinan Zhang, Jincai Lai, Ruiming Tang, Xiuqiang He, Zhenguo Li, Yong Yu


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Large-Scale Optimal Transport via Adversarial Training with Cycle-Consistency


Mar 14, 2020
Guansong Lu, Zhiming Zhou, Jian Shen, Cheng Chen, Weinan Zhang, Yong Yu


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Multi-Agent Interactions Modeling with Correlated Policies


Jan 20, 2020
Minghuan Liu, Ming Zhou, Weinan Zhang, Yuzheng Zhuang, Jun Wang, Wulong Liu, Yong Yu

* 20 pages (10 pages of supplementary), 5 figures, Accepted by The Eighth International Conference on Learning Representations (ICLR 2020) 

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Improving Unsupervised Domain Adaptation with Variational Information Bottleneck


Nov 21, 2019
Yuxuan Song, Lantao Yu, Zhangjie Cao, Zhiming Zhou, Jian Shen, Shuo Shao, Weinan Zhang, Yong Yu


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Sequential Recommendation with Dual Side Neighbor-based Collaborative Relation Modeling


Nov 10, 2019
Jiarui Qin, Kan Ren, Yuchen Fang, Weinan Zhang, Yong Yu

* WSDM 2020 

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Multi-Agent Reinforcement Learning for Order-dispatching via Order-Vehicle Distribution Matching


Oct 07, 2019
Ming Zhou, Jiarui Jin, Weinan Zhang, Zhiwei Qin, Yan Jiao, Chenxi Wang, Guobin Wu, Yong Yu, Jieping Ye

* 9 pages,13 figures 

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Signal Instructed Coordination in Team Competition


Sep 10, 2019
Liheng Chen, Hongyi Guo, Haifeng Zhang, Fei Fang, Yaoming Zhu, Ming Zhou, Weinan Zhang, Qing Wang, Yong Yu

* 13 pages, 9 figures 

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Towards Making the Most of BERT in Neural Machine Translation


Aug 30, 2019
Jiacheng Yang, Mingxuan Wang, Hao Zhou, Chengqi Zhao, Yong Yu, Weinan Zhang, Lei Li


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Dynamically Fused Graph Network for Multi-hop Reasoning


Jun 06, 2019
Yunxuan Xiao, Yanru Qu, Lin Qiu, Hao Zhou, Lei Li, Weinan Zhang, Yong Yu

* Accepted by ACL 19 

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Triple-to-Text: Converting RDF Triples into High-Quality Natural Languages via Optimizing an Inverse KL Divergence


May 25, 2019
Yaoming Zhu, Juncheng Wan, Zhiming Zhou, Liheng Chen, Lin Qiu, Weinan Zhang, Xin Jiang, Yong Yu


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CityFlow: A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario


May 13, 2019
Huichu Zhang, Siyuan Feng, Chang Liu, Yaoyao Ding, Yichen Zhu, Zihan Zhou, Weinan Zhang, Yong Yu, Haiming Jin, Zhenhui Li

* WWW 2019 Demo Paper 

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