Ming-Hui Ma

Entropic harmony: Graph-based multi-agent reinforcement learning with dynamic decay for mixed traffic in highway

The evolution of intelligent transportation systems is driving a paradigm shift in highway driving from isolated individual intelligence to collaborative swarm intelligence. However, realizing efficient coordination in mixed traffic flows remains impeded by two critical challenges: the non-stationarity of reward signal...