Navigating Explanatory Multiverse Through Counterfactual Path Geometry

5 June 2023

Papers citing "Navigating Explanatory Multiverse Through Counterfactual Path Geometry"

5 / 5 papers shown

Title
All You Need for Counterfactual Explainability Is Principled and Reliable Estimate of Aleatoric and Epistemic Uncertainty Kacper Sokol Eyke Hüllermeier 49 2 0 24 Feb 2025
Counterfactual Explanations for Clustering Models Aurora Spagnol Kacper Sokol Pietro Barbiero Marc Langheinrich Martin Gjoreski CML 18 0 0 19 Sep 2024
TraCE: Trajectory Counterfactual Explanation Scores Jeffrey N Clark Edward A. Small Nawid Keshtmand Michelle W.L. Wan Elena Fillola Mayoral Enrico Werner Christopher P Bourdeaux Raúl Santos-Rodríguez 20 1 0 27 Sep 2023
Counterfactual Explanations via Locally-guided Sequential Algorithmic Recourse Edward A. Small Jeffrey N Clark Christopher J. McWilliams Kacper Sokol Jeffrey Chan Flora D. Salim Raúl Santos-Rodríguez 8 1 0 08 Sep 2023
Mind the Gap! Bridging Explainable Artificial Intelligence and Human Understanding with Luhmann's Functional Theory of Communication B. Keenan Kacper Sokol 6 7 0 07 Feb 2023