works on
bias mitigation 1fairness auditing 1medical imaging 1stable diffusion 1synthetic data generation 1

From the 1 of 2 linked papers with an AI index.

collaborators

2 papers

cs.AI2026

Demographically-Conditioned Synthetic Medical Images for Bias Mitigation and Bias Detection in Disease Classifiers

Mahmoud Ibrahim, Bart Elen, Chang Sun +2

The paper proposes using a demographically-conditioned synthetic image generator to both improve fairness in training medical image classifiers and to provide more reliable bias de…

cs.LG2025

Enabling Granular Subgroup Level Model Evaluations by Generating Synthetic Medical Time Series

Mahmoud Ibrahim, Bart Elen, Chang Sun +2

We present a novel framework for leveraging synthetic ICU time-series data not only to train but also to rigorously and trustworthily evaluate predictive models, both at the popula…