Sanity Checks for Saliency Maps
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- XAI
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- 2026-10-10
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The (Un)reliability of Saliency Methods link.springer.com
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saliency github.com
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Auditing link.springer.com
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Singh, et. al arxiv.org
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Simonynan, et. al arxiv.org
XAI › Papers > Landmarks: “An important read for anyone using saliency maps. This paper proposes two experiments to determine whether saliency maps are useful: (1) model parameter randomization test compares maps from trained and untrained models, (2) data randomization test compares maps from models…”