Ignacy Stepka

11 papers Journal 8Unranked 3
YearRankTypeTitle / 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