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Liang Lin · Zhihao Xu · Junhao Dong · Jian Zhao · Yuchen Yuan · Guibin Zhang · Miao Yu · Yiming Zhang · Zhengtao Yao · Huahui Yi · HAICHUAN TANG · Dongrui Liu · Xinfeng Li · Kun Wang
Wei Cai · Jian Zhao · Yuchen Yuan · Tianle Zhang · Ming Zhu · HAICHUAN TANG · Xuelong Li
Multimodal Large Language Models (MLLMs) frequently hallucinate due to their reliance on fragile, linear reasoning and weak visual grounding. We propose Visual Attention Reasoning (VAR), a reinforcement learning framework that reformulates reasoning as a hierarchical search with self-verification...