@article{multilevelcollaborativedistillationmeets, title = {Multi-level Collaborative Distillation Meets Global Workspace Model: A Unified Framework for OCIL}, author = {Shibin Su and Guoqiang Liang and De Cheng and Shizhou Zhang and Lingyan Ran}, year = {2025}, eprint = {2508.08677}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.08677}, }