A fair generative model using lecam divergence

S Um, C Suh - Proceedings of the AAAI Conference on Artificial …, 2023 - ojs.aaai.org
We explore a fairness-related challenge that arises in generative models. The challenge is
that biased training data with imbalanced demographics may yield a high asymmetry in size …

Cat: Controllable attribute translation for fair facial attribute classification

J Li, W Abd-Almageed - European Conference on Computer Vision, 2022 - Springer
As the social impact of visual recognition has been under scrutiny, several protected-
attribute balanced datasets emerged to address dataset bias in imbalanced datasets …

A fair generative model using total variation distance

S Um, C Suh - 2021 - openreview.net
We explore a fairness-related challenge that arises in generative models. The challenge is
that biased training data with imbalanced representations of demographic groups may yield …