@article{beyondclipgeneralizationagainstforward, title = {Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models}, author = {Songlin Dong and Chenhao Ding and Jiangyang Li and Jizhou Han and Qiang Wang and Yuhang He and Yihong Gong}, year = {2025}, eprint = {2505.07690}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.07690v1}, }