@inproceedings{tan-etal-2026-end, title = "End-to-End On-Device Quantization-Aware Training for {LLM}s at Inference Cost", author = "Tan, Qitao and Song, Xiaoying and Cheng, Ningxi and Li, Guoming and Liu, Jun and Hong, Lingzi and Ding, Caiwen and Li, Jundong and Zhai, Xiaoming and Huang, Shaoyi and Lu, Jin and Liu, Ninghao and Niu, Wei and Yuan, Geng", 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.28/", pages = "556--577", ISBN = "979-8-89176-462-0" }