@article{integratingtaskspecificanduniversaladapt, title = {Integrating Task-Specific and Universal Adapters for Pre-Trained Model-based Class-Incremental Learning}, author = {Yan Wang and Da-Wei Zhou and Han-Jia Ye}, year = {2025}, eprint = {2508.08165}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.08165}, }