most citedUniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning

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cs.MA2026

M2Note: Continual Evolution of Vision Language Models via Mistake Notebook Learning

Haiwen Li, Jing Tang, Rui Chen +2

Vision Language Models (VLMs) have demonstrated remarkable capabilities in multimodal reasoning tasks, yet they still suffer from recurring failures, such as skipping key visual ch…