Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong Generalization

Jihwan Park; Taehoon Song; Sanghyeok Lee; Miso Choi; Hyunwoo J. Kim

AAAI 2026technical0 citations

Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong Generalization

Jihwan Park, Taehoon Song, Sanghyeok Lee, Miso Choi, Hyunwoo J. Kim

Abstract

Vision-Language Models (VLMs) have been widely used in various visual recognition tasks due to their remarkable generalization capabilities. As these models grow in size and complexity, fine-tuning becomes costly, emphasizing the need to reuse adaptation knowledge from

BibTeX

@inproceedings{aaai2026_transferablemode,
  title = {Transferable Model-agnostic Vision-Language Model Adaptation for Efficient Weak-to-Strong Generalization},
  author = {Jihwan Park and Taehoon Song and Sanghyeok Lee and Miso Choi and Hyunwoo J. Kim},
  booktitle = {AAAI 2026},
  year = {2026}
}