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Yunhun Nam

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Jun 2026

Vision-driven Preference Synthesis for Mitigating Hallucinations in VLMs

ViPSy (Vision-driven Preference Synthesis), a framework for constructing preference data that are both policy-aligned and visually grounded, is proposed, and experiments show that the resulting VLM, preference-aligned with ViPSy-constructed preference pairs, achieves a new state-of-the-art in hallucination mitigation.

Yunhun Nam, Jongheon Jeong · 0 citations