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Jiajun Li

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Jun 2026

ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs

This work provides an attention-based perspective on mitigating hallucinations by exploring the model's internal text-to-image cross-attention behaviors, and proposes ADAPT, an attention-based framework that intervenes directly on text-to-image cross-attention dynamics.

Zhiyuan Yao, Zheren Fu, Zhi Zheng et al. · 0 citations