Qifan Wang

works on

inference-time refinement 1 multimodal reasoning 1 reinforcement learning 1 self-verification 1 vision-language models 1

From the 1 of 5 linked papers with an AI index.

activity

20242026

collaborators

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cs.AI2026

SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning

Mingyuan Wu, Jingcheng Yang, Shengyi Qian +11

The paper introduces SVR-R1, a reinforcement learning framework that lets a multimodal model generate an answer and then self‑verify it with a binary verdict, allowing a second‑cha…