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Actor as Its Own Critic: Unifying Region Understanding and Localization via CycleGRPO

Zhang, Xin et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognition
This paper introduces Actor as Its Own Critic, a unified reinforcement learning framework, Cycle Group Relative Policy Optimization (CycleGRPO), that jointly optimizes region understanding and localization for Multimodal Large Language Models (MLLMs). Unlike existing separate pipelines, we leverage
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