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Zhan-Yu Ma

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Conference Open access Sep 2026

CoDA: Co-adaptive Dual-path Alignment for Vision-Language Models

In CoDA, a new adaptation framework that explicitly disentangles and coordinates cross-modal semantic alignment and intra-modal structural consistency is proposed, and it is shown that CoDA outperforms state-of-the-art parameter-efficient methods, particularly under few-shot learning and distribution-shift scenarios.

Yi Zhang, Rui Zhu, Chan-Ni Li et al. · 0 citations

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