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cs.CV2026
Good Rankings, Poor Choices? Rethinking Language-Only Vision-Language Model Selection
Hyuk Kwon, Jaebyeong Jeon, Hyeonseo Jang +1
Language-Only Vision-Language Model Selection (LOVM) aims to identify the Vision-Language Model (VLM) with the highest zero-shot accuracy on a target task using only textual inform…
cs.CV2026
Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix Weighting
Hyeonseo Jang, Hyuk Kwon, Kibok Lee
We investigate recently introduced domain-class incremental learning scenarios for vision-language models (VLMs). Recent works address this challenge using parameter-efficient meth…