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Uncertainty Estimation and Out-of-Distribution Detection for Counterfactual Explanations: Pitfalls and Solutions


Jul 20, 2021
Eoin Delaney, Derek Greene, Mark T. Keane

* ICML Workshop on Algorithmic Recourse, July 2021 

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If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques


Feb 26, 2021
Mark T Keane, Eoin M Kenny, Eoin Delaney, Barry Smyth

* 13 pages, 2 figures 

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Instance-Based Counterfactual Explanations for Time Series Classification


Sep 28, 2020
Eoin Delaney, Derek Greene, Mark T. Keane


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