Learning Multi-Agent Action Coordination via Electing First-Move Agent. - Jingqing Ruan; Linghui Meng 001; Xuantang Xiong; Dengpeng Xing; Bo Xu 002 (ICAPS, 2022)

GCS: Graph-Based Coordination Strategy for Multi-Agent Reinforcement Learning. - Jingqing Ruan; Yali Du 001; Xuantang Xiong; Dengpeng Xing; Xiyun Li; Linghui Meng 001; Haifeng Zhang 002; Jun Wang 012; Bo Xu 002 (AAMAS, 2022)

M3: Modularization for Multi-task and Multi-agent Offline Pre-training. - Linghui Meng 001; Jingqing Ruan; Xuantang Xiong; Xiyun Li; Xi Zhang; Dengpeng Xing; Bo Xu 002 (AAMAS, 2023)

Task-Prompt Generalised World Model in Multi-Environment Offline Reinforcement Learning. - Xuantang Xiong; Linghui Meng 001; Jingqing Ruan; Qingyang Zhang; Guoqi Li; Dengpeng Xing; Bo Xu 002 (ECAI, 2023)

Balancing Exploration and Exploitation in Hierarchical Reinforcement Learning via Latent Landmark Graphs. - Qingyang Zhang; Yiming Yang; Jingqing Ruan; Xuantang Xiong; Dengpeng Xing; Bo Xu 002 (IJCNN, 2023)

Filtered Observations for Model-Based Multi-agent Reinforcement Learning. - Linghui Meng 001; Xuantang Xiong; Yifan Zang 001; Xi Zhang; Guoqi Li; Dengpeng Xing; Bo Xu 002 (ECML/PKDD (4), 2023)

MaDE: Multi-Scale Decision Enhancement for Multi-Agent Reinforcement Learning. - Jingqing Ruan; Runpeng Xie; Xuantang Xiong; Shuang Xu; Bo Xu 002 (ICASSP, 2024)

UNeC: Unsupervised Exploring In Controllable Space. - Xuantang Xiong; Linghui Meng 001; Jingqing Ruan; Shuang Xu; Bo Xu 002 (ICASSP, 2024)

X-Light: Cross-City Traffic Signal Control Using Transformer on Transformer as Meta Multi-Agent Reinforcement Learner. - Haoyuan Jiang; Ziyue Li 002; Hua Wei 001; Xuantang Xiong; Jingqing Ruan; Jiaming Lu; Hangyu Mao; Rui Zhao 001 (IJCAI, 2024)

TaCoD: Tasks-Commonality-Aware World in Meta Reinforcement Learning. - Xuantang Xiong; Shuang Xu; Bo Xu 002 (IJCNN, 2024)

CoSLight: Co-optimizing Collaborator Selection and Decision-making to Enhance Traffic Signal Control. - Jingqing Ruan; Ziyue Li 002; Hua Wei 001; Haoyuan Jiang; Jiaming Lu; Xuantang Xiong; Hangyu Mao; Rui Zhao 001 (KDD, 2024)

GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents. - Haoyuan Jiang; Xuantang Xiong; Ziyue Li 002; Hangyu Mao; Guanghu Sui; Jingqing Ruan; Yuheng Cheng; Hua Wei 001; Wolfgang Ketter; Rui Zhao 001 (CoRR, 2024)

Multi-Agent Collaboration via Cross-Team Orchestration. - Zhuoyun Du; Chen Qian; Wei Liu; Zihao Xie; Yifei Wang; Rennai Qiu; Yufan Dang; Weize Chen; Cheng Yang; Ye Tian; Xuantang Xiong; Lei Han (ACL (Findings), 2025)

GLTW: Joint Improved Graph Transformer and LLM via Three-Word Language for Knowledge Graph Completion. - Kangyang Luo; Yuzhuo Bai; Cheng Gao; Shuzheng Si; Zhu Liu 005; Yingli Shen; Zhitong Wang; Cunliang Kong; Wenhao Li 003; Yufei Huang 008; Ye Tian; Xuantang Xiong; et al. (ACL (Findings), 2025)

Multi-Agent Collaboration via Evolving Orchestration. - Yufan Dang; Chen Qian; Xueheng Luo; Jingru Fan; Zihao Xie; Ruijie Shi; Weize Chen; Cheng Yang 002; Xiaoyin Che; Ye Tian; Xuantang Xiong; Lei Han; et al. (CoRR, 2025)

Co-Saving: Resource Aware Multi-Agent Collaboration for Software Development. - Rennai Qiu; Chen Qian; Ran Li; Yufan Dang; Weize Chen; Cheng Yang 002; Yingli Zhang; Ye Tian; Xuantang Xiong; Lei Han; Zhiyuan Liu 001; Maosong Sun 001 (CoRR, 2025)

Cross-Task Experiential Learning on LLM-based Multi-Agent Collaboration. - Yilong Li; Chen Qian; Yu Xia; Ruijie Shi; Yufan Dang; Zihao Xie; Ziming You; Weize Chen; Cheng Yang 002; Weichuan Liu; Ye Tian; Xuantang Xiong; et al. (CoRR, 2025)