An Estimation Model of Research Cost Based on Rough Set and Artificial Neural Network. - Yangyi Jiang; Hengxi Zhang; Jiang Xie 005; Ke Meng (ICIC (2), 2006)

Problem Oriented Analysis and Decision Expert System with large capacity knowledge-base. - Wensheng Yin; Pinghui Tu; Xiuguo Chen; Hengxi Zhang (ISKE, 2008)

Heterogeneous Mean-Field Multi-Agent Reinforcement Learning for Communication Routing Selection in SAGI-Net. - Hengxi Zhang; Huaze Tang; Yuanquan Hu; Xiaoli Wei; Chenye Wu; Wenbo Ding 001; Xiao-Ping Zhang 002 (VTC Fall, 2022)

A Review: Machine Learning for Combinatorial Optimization Problems in Energy Areas. - Xinyi Yang 004; Ziyi Wang; Hengxi Zhang; Nan Ma; Ning Yang; Hualin Liu; Haifeng Zhang; Lei Yang (Algorithms, 2022)

Cooperative Multi-Type Multi-Agent Deep Reinforcement Learning for Resource Management in Space-Air-Ground Integrated Networks. - Hengxi Zhang; Huaze Tang; Wenbo Ding 001; Xiao-Ping Zhang 002 (UbiComp/ISWC Adjunct, 2023)

Autonomous Swarm Robot Coordination via Mean-Field Control Embedding Multi-Agent Reinforcement Learning. - Huaze Tang; Hengxi Zhang; Zhenpeng Shi; Xinlei Chen; Wenbo Ding 001; Xiao-Ping Zhang 002 (IROS, 2023)

Strategic Trading in Quantitative Markets through Multi-Agent Reinforcement Learning. - Hengxi Zhang; Zhendong Shi; Yuanquan Hu; Wenbo Ding 001; Ercan E. Kuruoglu; Xiao-Ping Zhang 002 (CoRR, 2023)

Mean-Field-Aided Multiagent Reinforcement Learning for Resource Allocation in Vehicular Networks. - Hengxi Zhang; Chengyue Lu; Huaze Tang; Xiaoli Wei; Le Liang; Ling Cheng 001; Wenbo Ding 001; Zhu Han 001 (IEEE Internet Things J., 2023)

Graphon mean-field control for cooperative multi-agent reinforcement learning. - Yuanquan Hu; Xiaoli Wei; Junji Yan; Hengxi Zhang (J. Frankl. Inst., 2023)

Optimizing Trading Strategies in Quantitative Markets Using Multi-Agent Reinforcement Learning. - Hengxi Zhang; Zhendong Shi; Yuanquan Hu; Wenbo Ding 001; Ercan E. Kuruoglu; Xiao-Ping Zhang 002 (ICASSP, 2024)

Analyzing and Overcoming Local Optima in Complex Multi-Objective Optimization by Decomposition-Based Evolutionary Algorithms. - Ting Dong; Haoxin Wang; Hengxi Zhang; Wenbo Ding 001 (CoRR, 2024)

A Scalable Mean-Field MARL Framework for Multi-Objective V2X Resource Allocation. - Xuan Zhang; Hengxi Zhang; Huaze Tang; Le Liang; Ling Cheng 001; Xinlei Chen; Wenbo Ding 001; Xiao-Ping Zhang 002 (IEEE Trans. Intell. Veh., 2025)