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06/11/2023
On Minimizing the Impact of Dataset Shifts on Actionable Explanations
The Right to Explanation is an important regulatory principle that allow...
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06/09/2023
Consistent Explanations in the Face of Model Indeterminacy via Ensembling
This work addresses the challenge of providing consistent explanations f...
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06/08/2023
Degraded Polygons Raise Fundamental Questions of Neural Network Perception
It is well-known that modern computer vision systems often exhibit behav...
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05/26/2023
GLOBE-CE: A Translation-Based Approach for Global Counterfactual Explanations
Counterfactual explanations have been widely studied in explainability, ...
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04/14/2022
Global Counterfactual Explanations: Investigations, Implementations and Improvements
Counterfactual explanations have been widely studied in explainability, ...
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12/05/2021
Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates
To interpret uncertainty estimates from differentiable probabilistic mod...
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04/13/2021