2 papers
stat.ML2026
Conformal Risk Control under Non-Monotone Losses: Theory and Finite-Sample Guarantees
Tareq Aldirawi, Yun Li, Wenge Guo
Conformal risk control (CRC) provides distribution-free guarantees for controlling the expected loss at a user-specified level. Existing theory typically assumes that the loss decr…
stat.ME2024
Distribution-free Conformal Prediction for Ordinal Classification
Subhrasish Chakraborty, Chhavi Tyagi, Haiyan Qiao +1
Conformal prediction is a general distribution-free approach for constructing prediction sets combined with any machine learning algorithm that achieve valid marginal or conditiona…