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Do Not Trust Additive Explanations

arxiv.orgsite

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XAI
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2026-10-10
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  2. Explanation in Artificial Intelligence: Insights from the Social Sciences arxiv.org
  3. Simonynan, et. al arxiv.org
  4. Please Stop Permuting Features An Explanation and Alternatives arxiv.org
  5. Attention is not --not-- Explanation arxiv.org
  6. Hara, et. al. arxiv.org

XAI › Papers > Critiques: “Authors argue that addditive explanations (e.g. LIME, SHAP, Break Down) fail to take feature ineractions into account and are thus unreliable.”