Memory-Free Continual Learning with Null Space Adaptation for Zero-Shot Vision-Language Models.

arXiv:2510.21175v2 Announce Type: replace Abstract: Pre-trained vision-language models (VLMs), such as CLIP, have demonstrated remarkable zero-shot generalization, enabling deployment in a wide range of real-world tasks without additional task-specific trainin