@inproceedings{niu-etal-2026-beyond-three, title = "Beyond ``Three-in-a-Row'': Toward Fairer Adaptive Mastery Decisions in {AI}-Supported Formative Assessment", author = "Niu, Chunling and Bradley, Kelly D and Waltman, Brian F and Ma, Biao", editor = "Wilson, Joshua and Ormerod, Christopher and Beiting-Parrish, Magdalen", booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference ({AIME}-Con): Full Papers", month = oct, year = "2026", address = "Wyndham Grand Pittsburgh Downtown, Pittsburgh, Pennsylvania, United States", publisher = "National Council on Measurement in Education (NCME)", url = "https://aclanthology.org/2026.aimecon-main.76/", pages = "673--680", ISBN = "979-8-9983004-0-0" }