Preprint
Open access
Sep 2026
Inductive Visual Logic for Few-Shot Out-Of-Distribution Adaptation in VLMs
Generative vision-language models (VLMs) such as Qwen-VL and LLaVA achieve strong zero-shot performance on tasks overlapping with their pretraining distribution, yet fail on specialized domains where the required discriminative features were never learned, a regime we term distant out-of-distribution (OOD). Standard ad...
Hung-Jen Chen, Yuek F. Ho, Ting-Yao Huang et al.
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