The (Un)reliability of Saliency Methods
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- XAI
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- 2026-10-10
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Sanity Checks for Saliency Maps arxiv.org
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saliency github.com
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Auditing link.springer.com
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Saliency github.com
The prediction of salient areas in images has been traditionally addressed with hand-crafted features.
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Attention is not Explanation arxiv.org
XAI › Papers > Critiques: “Authors demonstrate how saliency methods vary attribution when adding a constant shift to the input data. They argue that methods should fulfill input invariance, that a saliency method mirror the sensistivity of the model with respect to transformations of the input.”