Search Results for author: Oleksii Furman

Found 2 papers, 0 papers with code

Unifying Perspectives: Plausible Counterfactual Explanations on Global, Group-wise, and Local Levels

no code implementations27 May 2024 Patryk Wielopolski, Oleksii Furman, Jerzy Stefanowski, Maciej Zięba

By offering a cohesive solution to the optimization and plausibility challenges in GCEs, our work significantly advances the interpretability and accountability of AI models, marking a step forward in the pursuit of transparent AI.

counterfactual

Probabilistically Plausible Counterfactual Explanations with Normalizing Flows

no code implementations27 May 2024 Patryk Wielopolski, Oleksii Furman, Jerzy Stefanowski, Maciej Zięba

PPCEF advances beyond existing methods by combining a probabilistic formulation that leverages the data distribution with the optimization of plausibility within a unified framework.

counterfactual Fairness +1

Cannot find the paper you are looking for? You can Submit a new open access paper.