1 code implementation • 20 Feb 2024 • Lunjia Hu, Kevin Tian, Chutong Yang
Motivated by [BGHN23], which proposed a rigorous framework for measuring distances to calibration, we initiate the algorithmic study of calibration through the lens of property testing.
no code implementations • 15 Sep 2022 • Lunjia Hu, Inbal Livni-Navon, Omer Reingold, Chutong Yang
In this paper, we introduce omnipredictors for constrained optimization and study their complexity and implications.
no code implementations • 24 Jan 2022 • Omri Ben-Eliezer, Max Hopkins, Chutong Yang, Hantao Yu
We initiate the study of active learning polynomial threshold functions (PTFs).