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cs.CV2026
Beyond Cross-Modal Alignment: Measuring and Leveraging Modality Gap in Vision-Language Models
Hanqi Yan, Xiangxiang Cui, Lu Yin +4
The success of vision-language models is primarily attributed to effective alignment across modalities such as vision and language. However, modality gaps persist in existing align…
cs.CV2024
Aspect-Based Few-Shot Learning
Tim van Engeland, Lu Yin, Vlado Menkovski
We generalize the formulation of few-shot learning by introducing the concept of an aspect. In the traditional formulation of few-shot learning, there is an underlying assumption t…