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Department of Internal Medicine I, Cardiology, Justus-Liebig-University Giessen, Giessen, Germany
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Gradient-based XAI methods often misinterpret ECG signals, prioritizing amplitude over clinically significant features, with some methods failing to provide reliable explanations entirely.