From the 1 of 3 linked papers with an AI index.
3 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…
cs.LG2024
Empirical Privacy Evaluations of Generative and Predictive Machine Learning Models -- A review and challenges for practice
Flavio Hafner, Chang Sun
Synthetic data generators, when trained using privacy-preserving techniques like differential privacy, promise to produce synthetic data with formal privacy guarantees, facilitatin…