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Nancy L. Guo

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Preprint Sep 2026

Test-Time Logit Prompting for Source-Free Missing Modality Adaptation

Vision-language models (VLMs) have achieved remarkable performance by leveraging complementary information from large-scale image-text pairs. However, missing-modality inputs are commonly encountered during real-world deployment, often leading to significant performance degradation. Existing methods primarily enhance m...

Taixi Chen, Nancy L. Guo · 0 citations

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