What Drives Test-Time Adaptation for CLIP? A Controlled Empirical Study from an Update Perspective
DGX agentarXiv:2606.14299v2 Announce Type: replace Abstract: Vision-Language Models (VLMs) such as CLIP have become a standard backbone for open-vocabulary recognition, yet their zero-shot predictions remain v