CCKS: Consensus-based Communication and Knowledge Sharing
Researchers propose CCKS, a consensus-based framework for improving multi-agent reinforcement learning through smarter knowledge sharing between agents. The approach uses contrastive learning to build consensus models that allow agents to selectively adopt teacher guidance, demonstrating significant performance improvements in complex environments like Google Research Football and StarCraft II.