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Thomas Seidl

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Preprint Aug 2026

IMFACT: Counterfactual Explanations for Time Series via Intrinsic Mode Function Substitution

Oscillatory signals, such as vibration, carry class-discriminative information in specific frequency bands; perturbing them in raw feature space for counterfactual analysis easily destroys their temporal structure and produces physically implausible results. In this work, we introduce IMFACT (IMF-based counterfACTuals)...

Udo Schlegel, Julian Rakuschek, Thomas Seidl et al. · 0 citations

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