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Kacper Sokol

All You Need for Counterfactual Explainability Is Principled and Reliable Estimate of Aleatoric and Epistemic Uncertainty

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Feb 24, 2025
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Perfect Counterfactuals in Imperfect Worlds: Modelling Noisy Implementation of Actions in Sequential Algorithmic Recourse

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Oct 03, 2024
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What Does Evaluation of Explainable Artificial Intelligence Actually Tell Us? A Case for Compositional and Contextual Validation of XAI Building Blocks

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Mar 19, 2024
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Counterfactual Explanations via Locally-guided Sequential Algorithmic Recourse

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Sep 08, 2023
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Navigating Explanatory Multiverse Through Counterfactual Path Geometry

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Jun 05, 2023
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(Un)reasonable Allure of Ante-hoc Interpretability for High-stakes Domains: Transparency Is Necessary but Insufficient for Explainability

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Jun 04, 2023
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Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual Fairness

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Apr 19, 2023
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More Is Less: When Do Recommenders Underperform for Data-rich Users?

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Apr 15, 2023
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Helpful, Misleading or Confusing: How Humans Perceive Fundamental Building Blocks of Artificial Intelligence Explanations

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Mar 02, 2023
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Mind the Gap! Bridging Explainable Artificial Intelligence and Human Understanding with Luhmann's Functional Theory of Communication

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Feb 07, 2023
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