@misc{zhou2025external, title={External Knowledge Injection for CLIP-Based Class-Incremental Learning}, author={Da-Wei Zhou and Kai-Wen Li and Jingyi Ning and Han-Jia Ye and Lijun Zhang and De-Chuan Zhan}, year={2025}, eprint={2503.08510}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2503.08510} }