Enabling Machine Learning Algorithms for Credit Scoring - Explainable Artificial Intelligence (XAI) methods for clear understanding complex predictive models. - Przemyslaw Biecek; Marcin Chlebus; Janusz Gajda; Alicja Gosiewska; Anna Kozak; Dominik Ogonowski; Jakub Sztachelski; Piotr Wojewnik (CoRR, 2021)

Simpler is better: Lifting interpretability-performance trade-off via automated feature engineering. - Alicja Gosiewska; Anna Kozak; Przemyslaw Biecek (Decis. Support Syst., 2021)

Considerations on the Use of FDA Methods in Statistical Inference with Fuzzy Data. - Przemyslaw Grzegorzewski; Anna Kozak (IPMU (3), 2024)

Rethinking of Encoder-based Warm-start Methods in Hyperparameter Optimization. - Dawid Pludowski; Antoni Zajko; Anna Kozak; Katarzyna Woznica (CoRR, 2024)

Deciphering AutoML Ensembles: cattleia's Assistance in Decision-Making. - Anna Kozak; Dominik Kedzierski; Jakub Piwko; Malwina Wojewoda; Katarzyna Woznica (CoRR, 2024)

forester: A Tree-Based AutoML Tool in R. - Hubert Ruczynski; Anna Kozak (CoRR, 2024)

Divide, Specialize, and Route: A New Approach to Efficient Ensemble Learning. - Jakub Piwko; Jedrzej Rucinski; Dawid Pludowski; Antoni Zajko; Patryzja Zak; Mateusz Zacharecki; Anna Kozak; Katarzyna Woznica (CoRR, 2025)