2 papers
math.OC2025
Randomized multi-class classification under system constraints: a unified approach via post-processing
Evgenii Chzhen, Mohamed Hebiri, Gayane Taturyan
We study the problem of multi-class classification under system-level constraints expressible as linear functionals over randomized classifiers. We propose a post-processing approa…
stat.ML2024
Regression under demographic parity constraints via unlabeled post-processing
Evgenii Chzhen, Mohamed Hebiri, Gayane Taturyan
We address the problem of performing regression while ensuring demographic parity, even without access to sensitive attributes during inference. We present a general-purpose post-p…