@article{blackboxcontinuallearningforvisionlangua, title = {Black-Box Continual Learning for Vision-Language Models}, author = {Yuting Li and Weihang Fang and Haoyuan Gao and Linghe Kong and Yexin Li and Lichao Sun and Weiran Huang}, year = {2026}, eprint = {2606.22999}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.22999}, }