Can Small Training Runs Reliably Guide Data Curation? Rethinking Proxy-Model Practice - Wang, Jiachen (Tianhao); Wu, Tong; Lyu, Kaifeng; Zou, James Y; Song, Dawn; Jia, Ruoxi; Mittal, Prateek (International Conference on Learning Representations, 2026)