@inproceedings{li-etal-2026-timem, title = "{T}i{M}em: Temporal-Hierarchical Memory Consolidation for Long-Horizon Conversational Agents", author = "Li, Kai and Yu, Xuanqing and Ni, Ziyi and Zeng, Yi and Xu, Yao and Zhang, Zheqing and Li, Xin and Sang, Jitao and Duan, Xiaogang and Wang, Xuelei and Liu, Chengbao and Tan, Jie", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1091/", pages = "21700--21720", ISBN = "979-8-89176-395-1" }