Author

Mark Kozdoba

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#artificial intelligence Jan 2026

Intersectional Fairness via Mixed-Integer Optimization

It is argued that true fairness requires addressing bias at the intersections of protected groups, and a unified framework that leverages Mixed-Integer Optimization (MIO) to train intersectionally fair and intrinsically interpretable classifiers is proposed.

Jiri Nemecek, Mark Kozdoba, Illia Kryvoviaz et al. · arXiv.org · 0 citations

Preprint Aug 2026

Score the Algebra, Not the Span: Dimension Reduction for Transfer Operator Models of Dynamical Systems

Dimension reduction for dynamical systems is standard practice, and the standard route is spectral: model the transfer (Koopman) operator by its leading modes. We show that on systems assembled from several weakly interacting components --- a structure common in physical and biological settings --- this may either requ...

Mark Kozdoba, Shie Mannor · 0 citations