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…