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On the Convergence Theory of Meta Reinforcement Learning with Personalized Policies


Sep 21, 2022
Haozhi Wang, Qing Wang, Yunfeng Shao, Dong Li, Jianye Hao, Yinchuan Li


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Towards A Unified Policy Abstraction Theory and Representation Learning Approach in Markov Decision Processes


Sep 16, 2022
Min Zhang, Hongyao Tang, Jianye Hao, Yan Zheng

* Preprint version 

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Branch Ranking for Efficient Mixed-Integer Programming via Offline Ranking-based Policy Learning


Jul 26, 2022
Zeren Huang, Wenhao Chen, Weinan Zhang, Chuhan Shi, Furui Liu, Hui-Ling Zhen, Mingxuan Yuan, Jianye Hao, Yong Yu, Jun Wang


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A Graph-Enhanced Click Model for Web Search


Jun 17, 2022
Jianghao Lin, Weiwen Liu, Xinyi Dai, Weinan Zhang, Shuai Li, Ruiming Tang, Xiuqiang He, Jianye Hao, Yong Yu

* 10 pages; Accepted by SIGIR 2021 

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GALOIS: Boosting Deep Reinforcement Learning via Generalizable Logic Synthesis


May 27, 2022
Yushi Cao, Zhiming Li, Tianpei Yang, Hao Zhang, Yan Zheng, Yi Li, Jianye Hao, Yang Liu


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Off-Beat Multi-Agent Reinforcement Learning


May 27, 2022
Wei Qiu, Weixun Wang, Rundong Wang, Bo An, Yujing Hu, Svetlana Obraztsova, Zinovi Rabinovich, Jianye Hao, Yingfeng Chen, Changjie Fan


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A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets


Apr 27, 2022
Wei Chen, Zhiwei Li, Hongyi Fang, Qianyuan Yao, Cheng Zhong, Jianye Hao, Qi Zhang, Xuanjing Huang, Jiajie Peng, Zhongyu Wei

* 8 pages, 3 figures, 10 tables 

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PAnDR: Fast Adaptation to New Environments from Offline Experiences via Decoupling Policy and Environment Representations


Apr 06, 2022
Tong Sang, Hongyao Tang, Yi Ma, Jianye Hao, Yan Zheng, Zhaopeng Meng, Boyan Li, Zhen Wang

* Preprint, work presented at the Generalizable Policy Learning in the Physical World Workshop (ICLR 2022) 

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LHNN: Lattice Hypergraph Neural Network for VLSI Congestion Prediction


Mar 24, 2022
Bowen Wang, Guibao Shen, Dong Li, Jianye Hao, Wulong Liu, Yu Huang, Hongzhong Wu, Yibo Lin, Guangyong Chen, Pheng Ann Heng

* Accepted as a conference paper in DAC 2022; 6 pages, 4 figures 

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