Plausible visual counterfactual explanations in latent space with normalizing flows
Łukasz D. Lenkiewicz, Marcel Musiałek, Oleksii Furman, Maciej M Zięba
Springer Nature Switzerland AG
2026
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Oleksii Furman
PhD Student
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Publications6
HyConEx: Hypernetwork classifier with counterfactual explanations for tabular data
Oleksii Furman, Patryk Marszałek, Kamil Książek, Ulvi Movsum-zada, Przemysław Spurek, Marek Śmieja
Neurocomputing 2026 vol. 671, art. 132748
2026
DiCoFlex: Model-agnostic diverse counterfactuals with flexible control
Oleksii Furman, Maciej M Zięba, Ulvi Movsum-zada, Patryk Marszałek, Marek Śmieja
arXiv
2025
OBSR: Open Benchmark for spatial representations
Julia A. Moska, Oleksii Furman, Piotr Ł Gramacki, Piotr Szymański, Kacper Kozaczko, Szymon Leszkiewicz, Jakub Polczyk
ACM
2025
Probabilistically plausible counterfactual explanations with normalizing flows
Patryk E. Wielopolski, Oleksii Furman, Maciej M Zięba, Jerzy Stefanowski
Frontiers in artificial intelligence and applications
2024
NodeFlow: towards end-to-end flexible probabilistic regression on tabular data
Patryk E. Wielopolski, Oleksii Furman, Maciej M Zięba
Entropy
2024