Guideline-grounded global evaluation of 13 gradient XAI methods on ECG classifiers shows amplitude-linked methods miss low-amplitude diagnostic regions, while SIGN-adjusted variants maintain worst-case coverage on all four pathologies.
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Beyond Local Inspection: Global, Guideline-Grounded Evaluation of Post-hoc XAI Methods for ECG Classification
Guideline-grounded global evaluation of 13 gradient XAI methods on ECG classifiers shows amplitude-linked methods miss low-amplitude diagnostic regions, while SIGN-adjusted variants maintain worst-case coverage on all four pathologies.