Stochastic Order Learning: An Approach to Rank Estimation Using Noisy Data

Chaewon Lee, Seon-Ho Lee, Chang-Su Kim

Rank estimation under label noise poses a fundamental challenge, as ordinal annotations often exhibit structured uncertainty rather than simple label corruption. In this paper, we…