Current XAI methods fail because they lack well-defined problems and correctness criteria, causing them to attribute importance to features independent of the prediction target.
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Explainable AI needs formalization
Current XAI methods fail because they lack well-defined problems and correctness criteria, causing them to attribute importance to features independent of the prediction target.