@inproceedings{zhang-etal-2026-beyond-static, title = "Beyond Static Dialogues: Benchmarking Realistic, Heterogeneous, and Evolving Long-Horizon Memory", author = "Zhang, Han and Tang, Zihao and Yu, Xin and Liu, Xiao and Gong, Yeyun and Huang, Haizhen and Lu, Yan and Deng, Weiwei and Sun, Feng and Zhang, Qi and Yang, Hanfang", 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.1679/", pages = "35836--35872", ISBN = "979-8-89176-462-0" }