Abstract: Contrastive Language-Image Pre-training (CLIP) models as a milestone of modern multimodal intelligence, its gener-alization mechanism grasped massive research interests in the community.

Technological innovations can seem relentless. In computing, some have proclaimed that "a year in machine learning is a ...

Scientists across all fields make various types of claims about their innovations. Validity tests check whether they deliver ...