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cs.LG2025
Random Similarity Isolation Forests
Sebastian ChwilczyÅski, Dariusz Brzezinski
With predictive models becoming prevalent, companies are expanding the types of data they gather. As a result, the collected datasets consist not only of simple numerical features…
cs.LG2025
Properties of fairness measures in the context of varying class imbalance and protected group ratios
Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski +5
Society is increasingly relying on predictive models in fields like criminal justice, credit risk management, or hiring. To prevent such automated systems from discriminating again…
cs.LG2025
ART: Actually Robust Training
Sebastian ChwilczyÅski, Kacper TrÄbacz, Karol Cyganik +2
Current interest in deep learning captures the attention of many programmers and researchers. Unfortunately, the lack of a unified schema for developing deep learning models result…