@inproceedings{chakrabarti-etal-2026-ultraquant, title = "{U}ltra{Q}uant: 4-bit {KV} Caching for Context-Heavy Agents", author = "Chakrabarti, Inesh and Limpus, David and Rana, Aditi Ghai and Bao, Bowen and Tiwari, Spandan and Crepaldi, Thiago and Sirasao, Ashish", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.161/", pages = "2732--2750", ISBN = "979-8-89176-460-6" }