@inproceedings{zhao-etal-2026-aemagent, title = "{AEMA}gent: Cognition-Inspired Active Memory Formation for Very-Long Video Understanding", author = "Zhao, Xian and Zhang, Jiaming and Chu, Haonan and Bo, Weihao and Chen, Xu and Qiu, Delai and Wang, Yining and Zhang, Yi and Liu, Shengping and Yu, Jian and Sang, Jitao", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.915/", pages = "19342--19355", ISBN = "979-8-89176-462-0" }