Author

Marcel Musialek

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#machine learning Preprint Sep 2026

CyFM: Cylindrical Optimal Transport for Few-Step Complex-Valued Flow Matching

Cylindrical Flow Matching is formulated to strictly bound the angular regression target, coupling noise and data via exact minibatch Optimal Transport jointly over whole fields jointly over whole fields, and achieves lower generative error than the best Cartesian baseline at every step up to $k = 8$ on synthetic fields...

Marcel Musialek, Iga Wolanin, Damian Ryczko et al. · 0 citations

Jul 2026

CEL: Comprehensive Counterfactual Explanations Library and Benchmark

CEL (Counterfactual Explanations Library), a unified library and benchmark for counterfactual explanations designed to support consistent implementation and evaluation, is introduced, believed to be the first comprehensive benchmark that systematically evaluates recent counterfactual explanation methods within a unifie...

Oleksii Furman, Lukasz Lenkiewicz, Marcel Musialek et al. · arXiv.org · 0 citations