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02/09/2023
GCI: A (G)raph (C)oncept (I)nterpretation Framework
Explainable AI (XAI) underwent a recent surge in research on concept ext...
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11/14/2022
Explainer Divergence Scores (EDS): Some Post-Hoc Explanations May be Effective for Detecting Unknown Spurious Correlations
Recent work has suggested post-hoc explainers might be ineffective for d...
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04/18/2021
Failing Conceptually: Concept-Based Explanations of Dataset Shift
Despite their remarkable performance on a wide range of visual tasks, ma...
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04/14/2021
Is Disentanglement all you need? Comparing Concept-based Disentanglement Approaches
Concept-based explanations have emerged as a popular way of extracting h...
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12/13/2020
MEME: Generating RNN Model Explanations via Model Extraction
Recurrent Neural Networks (RNNs) have achieved remarkable performance on...
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10/25/2020