@inproceedings{luo-etal-2026-autocrat, title = "{A}uto{CRAT}: Within-trajectory Joint Control of Stochasticity and Compute for {LLM} Reasoning", author = "Luo, Hanjun and Liu, Qiushi and Zhang, Jingya and Pang, Haihong and Wen, Jiaheng and Ma, Yifei. and Yao, Yu and Zhang, Chengxi and Zhang, Hanrong and Chen, Yankai and Salam, Hanan", 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.974/", pages = "20592--20612", ISBN = "979-8-89176-462-0" }