@inproceedings{sharpnack-etal-2026-s2a3, title = "{S}2{A}3: {T}hompson Sampling and Stochastic Exposure Control for High-Stakes {CAT}s", author = "Sharpnack, James and Tsigler, Alexander and Lockwood, J.R. and Nydick, Steven and von Davier, Alina A.", 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.8/", pages = "76--82", ISBN = "979-8-9983004-0-0" }