2 papers
cs.AI2026
Structured Diversity Control: A Dual-Level Framework for Group-Aware Multi-Agent Coordination
Shuocun Yang, Huawen Hu, Xuan Liu +3
Controlling the behavioral diversity is a pivotal challenge in multi-agent reinforcement learning (MARL), particularly in complex collaborative scenarios. While existing methods at…
cs.LG2024
HARP: Human-Assisted Regrouping with Permutation Invariant Critic for Multi-Agent Reinforcement Learning
Huawen Hu, Enze Shi, Chenxi Yue +7
Human-in-the-loop reinforcement learning integrates human expertise to accelerate agent learning and provide critical guidance and feedback in complex fields. However, many existin…