@inproceedings{li-etal-2026-1000000, title = "From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment", author = "Li, Jia-Nan and Guan, Jian and Wu, Songhao and Wu, Wei and Yan, Rui", 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.1391/", pages = "30144--30168", ISBN = "979-8-89176-390-6" }