@article{fromisolationtointegrationbuildinganadap, title = {From Isolation to Integration: Building an Adaptive Expert Forest for Pre-Trained Model-based Class-Incremental Learning}, author = {Ruiqi Liu and Boyu Diao and Hangda Liu and Zhulin An and Fei Wang and Yongjun Xu}, year = {2026}, eprint = {2602.20911}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.20911}, }