@article{continuallearningwithparticipationprivac, title = {Continual Learning With Participation Privacy: An Auditable Buffering-Aggregation Recipe}, author = {T-H. Hubert Chan and Elaine Shi and Mengshi Zhao and Mingxun Zhou}, year = {2026}, eprint = {2607.07209}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.07209}, }