Inductive Visual Logic for Few-Shot Out-Of-Distribution Adaptation in VLMs

Hung-Jen Chen, Yu-Heng Ho, Ting-Yao Huang +4

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 specia…