Reinforcing Multimodal Reasoning via Token-Level Perception-Grounded Advantage Estimation

Zhihan Zhang, Lizi Liao

Reinforcement Learning with Verifiable Rewards (RLVR) has improved the reasoning capabilities of Multimodal Large Language Models (MLLMs), yet existing frameworks rely on coarse, s…