@inproceedings{fan-etal-2026-medace, title = "{M}ed{ACE}: A Time-Aware Asynchronous Clinical Environment for Long-Horizon Medical Treatment Decision-Making", author = "Fan, Zhiting and Chen, Ruizhe and Wang, Hualiang and Peng, Ru and Meng, Zijie and MA, Wen and Wu, Jian and Liu, Zuozhu", 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.2316/", pages = "49730--49743", ISBN = "979-8-89176-462-0" }