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06/13/2023
Where Does My Model Underperform? A Human Evaluation of Slice Discovery Algorithms
Machine learning (ML) models that achieve high average accuracy can stil...
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07/08/2022
Evaluating Systemic Error Detection Methods using Synthetic Images
We introduce SpotCheck, a framework for generating synthetic datasets to...
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06/22/2022
OpenXAI: Towards a Transparent Evaluation of Model Explanations
While several types of post hoc explanation methods (e.g., feature attri...
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06/05/2022
Use-Case-Grounded Simulations for Explanation Evaluation
A growing body of research runs human subject evaluations to study wheth...
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03/14/2022
Rethinking Stability for Attribution-based Explanations
As attribution-based explanation methods are increasingly used to establ...
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09/22/2021