@inproceedings{li-etal-2026-m2note, title = "{M}$^2${N}ote: Continual Evolution of Vision Language Models via Mistake Notebook Learning", author = "Li, Haiwen and Tang, Jing and Chen, Rui and Sun, Lei and Chen, Zining and Chu, Xiangxiang", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.716/", pages = "16611--16629", ISBN = "979-8-89176-459-0" }