@inproceedings{topollai-choromanska-2026-understanding, title = "Understanding Quantization of Optimizer States in {LLM} Pre-training: Dynamics of State Staleness and Effectiveness of State Resets", author = "Topollai, Kristi and Choromanska, Anna Ewa", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.2526/", pages = "57448--57470", ISBN = "979-8-89176-459-0" }