Papers
1–3 of 3Research Paper·Jan 27, 2026
Intersectional Fairness via Mixed-Integer Optimization
The deployment of Artificial Intelligence in high-risk domains, such as finance and healthcare, necessitates models that are both fair and transparent. While regulatory frameworks, including the EU's ...
5.0 viability
Research Paper·Feb 20, 2026
SOMtime the World Ain$'$t Fair: Violating Fairness Using Self-Organizing Maps
Unsupervised representations are widely assumed to be neutral with respect to sensitive attributes when those attributes are withheld from training. We show that this assumption is false. Using SOMtim...
5.0 viability
Research Paper·Feb 12, 2026
Safe Fairness Guarantees Without Demographics in Classification: Spectral Uncertainty Set Perspective
As automated classification systems become increasingly prevalent, concerns have emerged over their potential to reinforce and amplify existing societal biases. In the light of this issue, many method...
4.0 viability