Sokol, Kacper

8 publications

MLJ 2025 Navigating Explanatory Multiverse Through Counterfactual Path Geometry Kacper Sokol, Edward Small, Yueqing Xuan

MLJ 2025 Perfect Counterfactuals in Imperfect Worlds: Modelling Noisy Implementation of Actions in Sequential Algorithmic Recourse Yueqing Xuan, Kacper Sokol, Mark Sanderson, Jeffrey Chan

ICMLW 2023 (Un)reasonable Allure of Ante-Hoc Interpretability for High-Stakes Domains: Transparency Is Necessary but Insufficient for Comprehensibility Kacper Sokol, Julia E Vogt

IJCAI 2022 BayCon: Model-Agnostic Bayesian Counterfactual Generator Piotr Romashov, Martin Gjoreski, Kacper Sokol, Maria Vanina Martinez, Marc Langheinrich

AAAI 2019 Desiderata for Interpretability: Explaining Decision Tree Predictions with Counterfactuals Kacper Sokol, Peter A. Flach

IJCAI 2018 Conversational Explanations of Machine Learning Predictions Through Class-Contrastive Counterfactual Statements Kacper Sokol, Peter A. Flach

IJCAI 2018 Glass-Box: Explaining AI Decisions with Counterfactual Statements Through Conversation with a Voice-Enabled Virtual Assistant Kacper Sokol, Peter A. Flach

IJCAI 2017 The Role of Textualisation and Argumentation in Understanding the Machine Learning Process Kacper Sokol, Peter A. Flach