Publications

Ming Zhou, Ziyu Wan, Hanjing Wang, Muning Wen, Runzhe Wu, Ying Wen, Yaodong Yang, Weinan Zhang, Jun Wang. MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning. Preprint, 2021.

PDF Code Project

Yaodong Yang, Jun Luo, Ying Wen, Oliver Slumbers, Daniel Graves, Haitham Bou Ammar, Jun Wang, Matthew E. Taylor. Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent Learning Systems. Blue Sky Track, AAMAS, Best Paper Award, 2021.

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David Mguni, Yutong Wu, Yali Du, Yaodong Yang, Ziyi Wang, Minne Li, Ying Wen, Joel Jennings, Jun Wang. Learning in Nonzero-Sum Stochastic Games with Potentials. ICML, 2021.

Arxiv

Ying Wen, Yaodong Yang, Liheng Chen, Jun Wang, Kun Shao, David Mguni, Weinan Zhang. Multi-Agent Determinantal Q-Learning. ICML, 2020.

Code Arxiv

Ying Wen, Yaodong Yang, Rui Luo, Jun Wang. Modelling Bounded Rationality in Multi-Agent Interactions by Generalized Recursive Reasoning. IJCAI, 2020.

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Ming Zhou, Jun Luo, Julian Villella, Yaodong Yang, David Rusu, Jiayu Miao, Weinan Zhang, Montgomery Alban, Iman Fadakar, Zheng Chen, Aurora Chongxi Huang, Ying Wen, et. al.. SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving. CoRL, Best System Paper Award, 2020.

Code PDF

Ying Wen, Yaodong Yang, Rui Luo, Jun Wang, Wei Pan. Probabilistic Recursive Reasoning for Multi-Agent Reinforcement Learning. ICLR, 2019.

Preprint PDF Code Poster

Ying Wen, Zheng Tian, Zhicheng Gong, Faiz Punakkath, Shihao Zou, Jun Wang. A Regularized Opponent Model with Maximum Entropy Objective. IJCAI, 2019.

Preprint PDF Code

Haifeng Zhang, Jun Wang, Zhiming Zhou, Weinan Zhang, Ying Wen, Yong Yu, Wenxin Li. Learning to Design Games: Strategic Environments in Deep Reinforcement Learning. IJCAI, 2018.

PDF Arxiv

Yaodong Yang, Lantao Yu, Yiwei Bai, Ying Wen, Weinan Zhang, Jun Wang. A Study of AI Population Dynamics with Million-agent Reinforcement Learning. AAMAS, 2018.

PDF Code Arxiv

Ying Wen, Peng Peng, Yaodong Yang, Quan Yuan, Zhenkun Tang, Haitao Long, Jun Wang. Multiagent Bidirectionally-Coordinated Nets: Emergence of Human-level Coordination in Learning to Play StarCraft Combat Games. NIPS17 Emergent Communication Workshop, 2017.

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Yanru Qu, Han Cai, Kan Ren, Weinan Zhang, Yong Yu, Ying Wen, Jun Wang. Product-based Neural Networks for User Response Prediction. ICDM, 2016.

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Ying Wen, Weinan Zhang, Rui Luo, Jun Wang. Learning Text Representation Using Recurrent Convolutional Neural Network with Highway Layers. Neu-IR, 2016.

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