2025
Mean-Field Aided QMIX: A Scalable and Flexible Q-Learning Approach for Large-Scale Agent Groups
ICASSP 2025accepted
Value decomposition methods are effective for multi-agent reinforcement learning (MARL), with QMIX being one of the most advanced. However, it struggles with scalability and flexibility in large-scale agent systems. The introduction of mean-field theory into MARL provides a potential solution to bot…