Descent-Guided Policy Gradient for Scalable Cooperative Multi-Agent Learning.

arXiv:2602.20078v4 Announce Type: replace-cross Abstract: Scaling cooperative multi-agent reinforcement learning (MARL) is fundamentally limited by cross-agent noise. When agents share a common reward, each agent's learning signal is computed from a shared ret