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Grégoire Montavon

Towards Symbolic XAI -- Explanation Through Human Understandable Logical Relationships Between Features

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Aug 30, 2024
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The Clever Hans Effect in Unsupervised Learning

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Aug 15, 2024
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MambaLRP: Explaining Selective State Space Sequence Models

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Jun 11, 2024
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XpertAI: uncovering model strategies for sub-manifolds

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Mar 12, 2024
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Explaining Predictive Uncertainty by Exposing Second-Order Effects

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Jan 30, 2024
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Insightful analysis of historical sources at scales beyond human capabilities using unsupervised Machine Learning and XAI

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Oct 13, 2023
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Towards Fixing Clever-Hans Predictors with Counterfactual Knowledge Distillation

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Oct 03, 2023
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Preemptively Pruning Clever-Hans Strategies in Deep Neural Networks

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Apr 12, 2023
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Explainable AI for Time Series via Virtual Inspection Layers

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Mar 11, 2023
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Disentangled Explanations of Neural Network Predictions by Finding Relevant Subspaces

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Dec 30, 2022
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