Structured Diversification Emergence via Reinforced Organization Control and Hierachical Consensus Learning. - Wenhao Li 001; Xiangfeng Wang; Bo Jin 003; Junjie Sheng; Yun Hua; Hongyuan Zha (AAMAS, 2021)

Structured Diversification Emergence via Reinforced Organization Control and Hierarchical Consensus Learning. - Wenhao Li 001; Xiangfeng Wang; Bo Jin 003; Junjie Sheng; Yun Hua; Hongyuan Zha (CoRR, 2021)

Dealing with Non-Stationarity in Multi-Agent Reinforcement Learning via Trust Region Decomposition. - Wenhao Li 001; Xiangfeng Wang; Bo Jin 003; Junjie Sheng; Hongyuan Zha (CoRR, 2021)

VMAgent: Scheduling Simulator for Reinforcement Learning. - Junjie Sheng; Shengliang Cai; Haochuan Cui; Wenhao Li 001; Yun Hua; Bo Jin 003; Wenli Zhou; Yiqiu Hu; Lei Zhu; Qian Peng; Hongyuan Zha; Xiangfeng Wang (CoRR, 2021)

ReAssigner: A Plug-and-Play Virtual Machine Scheduling Intensifier for Heterogeneous Requests. - Haochuan Cui; Junjie Sheng; Bo Jin 003; Yiqiu Hu; Li Su; Lei Zhu; Wenli Zhou; Xiangfeng Wang (IEEE Big Data, 2022)

Obtaining Dyadic Fairness by Optimal Transport. - Moyi Yang; Junjie Sheng; Wenyan Liu 001; Bo Jin 003; Xiaoling Wang 004; Xiangfeng Wang (IEEE Big Data, 2022)

Dealing with Non-Stationarity in MARL via Trust-Region Decomposition. - Wenhao Li 001; Xiangfeng Wang; Bo Jin 003; Junjie Sheng; Hongyuan Zha (ICLR, 2022)

VMAgent: A Practical Virtual Machine Scheduling Platform. - Junjie Sheng; Shengliang Cai; Haochuan Cui; Wenhao Li 001; Yun Hua; Bo Jin 003; Wenli Zhou; Yiqiu Hu; Lei Zhu; Qian Peng; Hongyuan Zha; Xiangfeng Wang (IJCAI, 2022)

Learning structured communication for multi-agent reinforcement learning. - Junjie Sheng; Xiangfeng Wang; Bo Jin 003; Junchi Yan; Wenhao Li 001; Tsung-Hui Chang; Jun Wang 006; Hongyuan Zha (Auton. Agents Multi Agent Syst., 2022)

Obtaining Dyadic Fairness by Optimal Transport. - Moyi Yang; Junjie Sheng; Xiangfeng Wang; Wenyan Liu 001; Bo Jin 003; Jun Wang 006; Hongyuan Zha (CoRR, 2022)

Learning to schedule multi-NUMA virtual machines via reinforcement learning. - Junjie Sheng; Yiqiu Hu; Wenli Zhou; Lei Zhu; Bo Jin 003; Jun Wang 006; Xiangfeng Wang (Pattern Recognit., 2022)

Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning. - Junjie Sheng; Lu Wang 029; Fangkai Yang; Bo Qiao 001; Hang Dong 004; Xiangfeng Wang; Bo Jin 003; Jun Wang 006; Si Qin; Saravan Rajmohan; Qingwei Lin; Dongmei Zhang 001 (WWW, 2023)

Can language agents be alternatives to PPO? A Preliminary Empirical Study On OpenAI Gym. - Junjie Sheng; Zixiao Huang; Chuyun Shen; Wenhao Li 001; Yun Hua; Bo Jin 003; Hongyuan Zha; Xiangfeng Wang (CoRR, 2023)

Risk-aware Adaptive Virtual CPU Oversubscription in Microsoft Cloud via Prototypical Human-in-the-loop Imitation Learning. - Lu Wang 029; Mayukh Das; Fangkai Yang; Junjie Sheng; Bo Qiao 001; Hang Dong 004; Si Qin; Victor Rühle; Chetan Bansal; Eli Cortez; Íñigo Goiri; Saravan Rajmohan; et al. (CoRR, 2024)

SolSearch: An LLM-Driven Framework for Efficient SAT-Solving Code Generation. - Junjie Sheng; Yanqiu Lin; Jiehao Wu; Yanhong Huang; Jianqi Shi; Min Zhang; Xiangfeng Wang (NIER@ICSE, 2025)

Dynamic Conservative Degree Allocation for Offline Multi-Agent Reinforcement Learning. - Haosheng Chen; Yun Hua; Junjie Sheng; Wenhao Li 001; Bo Jin 003; Xiangfeng Wang (AAMAS, 2025)

Negotiated Reasoning: On Provably Addressing Relative Over-Generalization. - Junjie Sheng; Wenhao Li 001; Bo Jin 003; Hongyuan Zha; Jun Wang 006; Xiangfeng Wang (AAMAS, 2025)

WiseEDA: LLMs in RF Circuit Design. - Hangjiang Jin; Junchao Wang; Junjie Sheng; Yifan Wu; Jiayu Chen; Yaqi Wang; Jun Liu (Microelectron. J., 2025)

GraphThought: Graph Combinatorial Optimization with Thought Generation. - Zixiao Huang; Lifeng Guo; Junjie Sheng; Haosheng Chen; Wenhao Li 001; Bo Jin 003; Changhong Lu; Xiangfeng Wang (CoRR, 2025)

Scalable Reinforcement Learning for Virtual Machine Scheduling. - Junjie Sheng; Jiehao Wu; Haochuan Cui; Yiqiu Hu; Wenli Zhou; Lei Zhu; Qian Peng; Wenhao Li 001; Xiangfeng Wang (CoRR, 2025)

Learning Virtual Machine Scheduling in Cloud Computing through Language Agents. - JieHao Wu; Ziwei Wang; Junjie Sheng; Wenhao Li 001; Xiangfeng Wang; Jun Luo (CoRR, 2025)

Agentic Episodic Control. - Xidong Yang; Wenhao Li 001; Junjie Sheng; Chuyun Shen; Yun Hua; Xiangfeng Wang (CoRR, 2025)

TextAtari: 100K Frames Game Playing with Language Agents. - Wenhao Li 001; Wenwu Li; Chuyun Shen; Junjie Sheng; Zixiao Huang; Di Wu; Yun Hua; Wei Yin; Xiangfeng Wang; Hongyuan Zha; Bo Jin 003 (CoRR, 2025)