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Junjie Sheng

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Can language agents be alternatives to PPO? A Preliminary Empirical Study On OpenAI Gym

Dec 06, 2023
Junjie Sheng, Zixiao Huang, Chuyun Shen, Wenhao Li, Yun Hua, Bo Jin, Hongyuan Zha, Xiangfeng Wang

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Negotiated Reasoning: On Provably Addressing Relative Over-Generalization

Jun 08, 2023
Junjie Sheng, Wenhao Li, Bo Jin, Hongyuan Zha, Jun Wang, Xiangfeng Wang

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ReAssigner: A Plug-and-Play Virtual Machine Scheduling Intensifier for Heterogeneous Requests

Nov 29, 2022
Haochuan Cui, Junjie Sheng, Bo Jin, Yiqiu Hu, Li Su, Lei Zhu, Wenli Zhou, Xiangfeng Wang

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Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning

Nov 21, 2022
Junjie Sheng, Lu Wang, Fangkai Yang, Bo Qiao, Hang Dong, Xiangfeng Wang, Bo Jin, Jun Wang, Si Qin, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang

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Obtaining Dyadic Fairness by Optimal Transport

Feb 09, 2022
Moyi Yang, Junjie Sheng, Xiangfeng Wang, Wenyan Liu, Bo Jin, Jun Wang, Hongyuan Zha

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VMAgent: Scheduling Simulator for Reinforcement Learning

Dec 09, 2021
Junjie Sheng, Shengliang Cai, Haochuan Cui, Wenhao Li, Yun Hua, Bo Jin, Wenli Zhou, Yiqiu Hu, Lei Zhu, Qian Peng, Hongyuan Zha, Xiangfeng Wang

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Dealing with Non-Stationarity in Multi-Agent Reinforcement Learning via Trust Region Decomposition

Feb 21, 2021
Wenhao Li, Xiangfeng Wang, Bo Jin, Junjie Sheng, Hongyuan Zha

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Structured Diversification Emergence via Reinforced Organization Control and Hierarchical Consensus Learning

Feb 09, 2021
Wenhao Li, Xiangfeng Wang, Bo Jin, Junjie Sheng, Yun Hua, Hongyuan Zha

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Learning Structured Communication for Multi-agent Reinforcement Learning

Feb 11, 2020
Junjie Sheng, Xiangfeng Wang, Bo Jin, Junchi Yan, Wenhao Li, Tsung-Hui Chang, Jun Wang, Hongyuan Zha

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