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Thibault Laugel

Post-processing fairness with minimal changes

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Aug 27, 2024
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Why do explanations fail? A typology and discussion on failures in XAI

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May 22, 2024
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On the Fairness ROAD: Robust Optimization for Adversarial Debiasing

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Oct 27, 2023
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Achieving Diversity in Counterfactual Explanations: a Review and Discussion

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May 10, 2023
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When Mitigating Bias is Unfair: A Comprehensive Study on the Impact of Bias Mitigation Algorithms

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Feb 14, 2023
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Integrating Prior Knowledge in Post-hoc Explanations

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Apr 25, 2022
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How to choose an Explainability Method? Towards a Methodical Implementation of XAI in Practice

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Jul 09, 2021
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Understanding surrogate explanations: the interplay between complexity, fidelity and coverage

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Jul 09, 2021
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On the overlooked issue of defining explanation objectives for local-surrogate explainers

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Jun 10, 2021
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Understanding Prediction Discrepancies in Machine Learning Classifiers

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Apr 12, 2021
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