@inproceedings{cheng-etal-2026-mem2evolve, title = "{M}em$^2${E}volve: Towards Self-Evolving Agents via Co-Evolutionary Capability Expansion and Experience Distillation", author = "Cheng, Zihao and Liu, Zeming and Shan, Yingyu and Wang, Xinyi and Zhu, Xiangrong and Ma, Yunpu and Wang, Hongru and Guo, Yuhang and Lin, Wei and Wang, Yunhong", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.952/", pages = "20784--20831", ISBN = "979-8-89176-390-6" }