A survey of progress on cooperative multi-agent reinforcement learning in open environment

L Yuan, Z Zhang, L Li, C Guan, Y Yu - arxiv preprint arxiv:2312.01058, 2023 - arxiv.org
Multi-agent Reinforcement Learning (MARL) has gained wide attention in recent years and
has made progress in various fields. Specifically, cooperative MARL focuses on training a …

Open and real-world human-AI coordination by heterogeneous training with communication

C Guan, K Xue, C Fan, F Chen, L Zhang… - Frontiers of Computer …, 2025 - Springer
Human-AI coordination aims to develop AI agents capable of effectively coordinating with
human partners, making it a crucial aspect of cooperative multi-agent reinforcement learning …