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stat.ML2026
On a joint simultaneous learning of relevant feature subsets and subspaces in regression-like problems
Illia Horenko
We extend a recently introduced Entropy-Optimal Manifold Clustering (EOMC) to allow for a joint simultaneous identification of subsets and subspaces of relevant features in nonstat…
stat.ML2023
On existence, uniqueness and scalability of adversarial robustness measures for AI classifiers
Illia Horenko
Simply-verifiable mathematical conditions for existence, uniqueness and explicit analytical computation of minimal adversarial paths (MAP) and minimal adversarial distances (MAD) f…