Ignacy Stepka

11 papers Journal 8Unranked 3

Year	Rank	Type	Title / Venue / Authors
2025	—	`conf`	Counterfactual Explanations with Probabilistic Guarantees on their Robustness to Model Change. KDD (1) Ignacy Stepka, Jerzy Stefanowski, Mateusz Lango
2025	—	`conf`	DetoxAI: A Python Toolkit for Debiasing Deep Learning Models in Computer Vision. ECML/PKDD (10) Ignacy Stepka, Lukasz Sztukiewicz, Michal Wilinski, Jerzy Stefanowski
2025	J	`jnl`	DetoxAI: a Python Toolkit for Debiasing Deep Learning Models in Computer Vision. CoRR Ignacy Stepka, Lukasz Sztukiewicz, Michal Wilinski, Jerzy Stefanowski
2025	J	`jnl`	Explaining Concept Drift through the Evolution of Group Counterfactuals. CoRR Ignacy Stepka, Jerzy Stefanowski
2025	—	`conf`	Investigating the Relationship Between Debiasing and Artifact Removal using Saliency Maps. xAI (Late-breaking Work, Demos, Doctoral Consortium) Lukasz Sztukiewicz, Ignacy Stepka, Michal Wilinski, Jerzy Stefanowski
2025	J	`jnl`	Mitigating Persistent Client Dropout in Asynchronous Decentralized Federated Learning. CoRR Ignacy Stepka, Nicholas Gisolfi, Kacper Trebacz, Artur Dubrawski
2025	J	`jnl`	Towards Fairness for the Right Reasons: Using Saliency Maps to Evaluate Bias Removal in Neural Networks. CoRR Lukasz Sztukiewicz, Ignacy Stepka, Michal Wilinski, Jerzy Stefanowski
2024	J	`jnl`	A SAT-based approach to rigorous verification of Bayesian networks. CoRR Ignacy Stepka, Nicholas Gisolfi, Artur Dubrawski
2024	J	`jnl`	A multi-criteria approach for selecting an explanation from the set of counterfactuals produced by an ensemble of explainers. Int. J. Appl. Math. Comput. Sci. Ignacy Stepka, Mateusz Lango, Jerzy Stefanowski
2024	J	`jnl`	Counterfactual Explanations with Probabilistic Guarantees on their Robustness to Model Change. CoRR Ignacy Stepka, Mateusz Lango, Jerzy Stefanowski
2024	J	`jnl`	Multi-criteria approach for selecting an explanation from the set of counterfactuals produced by an ensemble of explainers. CoRR Ignacy Stepka, Mateusz Lango, Jerzy Stefanowski

2025 Best paper conf

Assessing the Effectiveness of the Tigress Obfuscator Against MOPSA and BinaryNinja.

CheckMATE

Nicolò Altamura, Enrico Bragastini, Marco Campion, Mila Dalla Preda

2026 Best paper preprint

ASSEMBLAGE-DEEPHISTORY: A Cross-Build Binary Dataset with Temporal Coverage.

arXiv

Chang Liu, Noah Fleischmann, Nicolò Altamura, Edward Raff, James Holt, Kristopher Micinski