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Youbin Wu

2 accepted papers

2026

Generative Universal Verifier as Multimodal Meta-Reasoner

ICLR 2026oral

We introduce *Generative Universal Verifier*, a novel concept and plugin designed for next-generation multimodal reasoning in vision-language models and unified multimodal models, providing the fundamental capability of reflection and refinement on visual outcomes during the reasoning and generation…

Cited by 0SourcecodeScholar
2026

Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization

CVPR 2026

We study how different Chain-of-Thought (CoT) designs affect the acquisition of the generalizable visual reasoning ability in vision-language models (VLMs). While CoT data, especially long or visual CoT such as "think with image", has been widely used to supervise intermediate reasoning, it remains

Cited by 0SourcecodeScholar