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  • title: What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods
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            What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods
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            What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods

            Nov 28, 2022

            Speakers

            JC

            Julien Colin

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            TF

            Thomas Fel

            Speaker · 0 followers

            RC

            Remi Cadene

            Speaker · 0 followers

            About

            A multitude of explainability methods and theoretical evaluation scores have been proposed. However, it is not yet known: (1) how useful these methods are in real-world scenarios and (2) how well theoretical measures predict the usefulness of these methods for practical use by a human. To fill this gap, we conducted human psychophysics experiments at scale to evaluate the ability of human participants (n=1,150) to leverage representative attribution methods to predicting the decision of differen…

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            NeurIPS 2022

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