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SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control


Nov 20, 2022
Wenlu Du, Junyi Ye, Jingyi Gu, Jing Li, Hua Wei, Guiling Wang

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* Accepted by AAAI 2023, appendix included. 9 pages + 5 pages appendix, 12 figures, in Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI'23), Feb 2023 

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LibSignal: An Open Library for Traffic Signal Control


Nov 19, 2022
Hao Mei, Xiaoliang Lei, Longchao Da, Bin Shi, Hua Wei

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* 11 pages + 6 pages appendix. Accepted by NeurIPS 2022 Workshop: Reinforcement Learning for Real Life. Website: https://darl-libsignal.github.io/ 

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Honor of Kings Arena: an Environment for Generalization in Competitive Reinforcement Learning


Oct 09, 2022
Hua Wei, Jingxiao Chen, Xiyang Ji, Hongyang Qin, Minwen Deng, Siqin Li, Liang Wang, Weinan Zhang, Yong Yu, Lin Liu, Lanxiao Huang, Deheng Ye, Qiang Fu, Wei Yang

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* Accepted by NeurIPS 2022 

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Modeling Network-level Traffic Flow Transitions on Sparse Data


Aug 13, 2022
Xiaoliang Lei, Hao Mei, Bin Shi, Hua Wei

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* 10 pages + 2 pages appendix. Accepted by SIGKDD 2022 

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Semi-Supervised Clustering with Contrastive Learning for Discovering New Intents


Jan 07, 2022
Feng Wei, Zhenbo Chen, Zhenghong Hao, Fengxin Yang, Hua Wei, Bing Han, Sheng Guo

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Boosting Offline Reinforcement Learning with Residual Generative Modeling


Jun 22, 2021
Hua Wei, Deheng Ye, Zhao Liu, Hao Wu, Bo Yuan, Qiang Fu, Wei Yang, Zhenhui Li

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* Accepted by IJCAI 2021, appendix included, 9 pages, 4 figures, 2 tables 

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Learning to Simulate on Sparse Trajectory Data


Mar 22, 2021
Hua Wei, Chacha Chen, Chang Liu, Guanjie Zheng, Zhenhui Li

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* Accepted by ECML-PKDD 2020, Best Applied Data Science Paper. 16 pages, 6 figures 

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Learning to Simulate Human Movement


Mar 03, 2020
Hua Wei, Zhenhui Li

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* 9 pages, 6 figures 

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