2 papers
cs.LG2026
CEL: Comprehensive Counterfactual Explanations Library and Benchmark
Oleksii Furman, Łukasz Lenkiewicz, Marcel Musiałek +1
Counterfactual explanations are a prominent approach in explainable artificial intelligence (xAI), providing actionable guidance on what input changes would alter a model's predict…
cs.LG2024
Unifying Perspectives: Plausible Counterfactual Explanations on Global, Group-wise, and Local Levels
Oleksii Furman, Patryk Wielopolski, Łukasz Lenkiewicz +2
The growing complexity of AI systems has intensified the need for transparency through Explainable AI (XAI). Counterfactual explanations (CFs) offer actionable "what-if" scenarios…