Deepfake detector trust scores exhibit degraded calibration when the detector has lower discriminative competence, with the coupling observed across 32 configurations, three architectures, and multiple datasets including held-out ones.
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The Calibrated Deepfake Trust Score (CDTS): Competence-Coupled Trust Degradation Across Deepfake Detectors
Deepfake detector trust scores exhibit degraded calibration when the detector has lower discriminative competence, with the coupling observed across 32 configurations, three architectures, and multiple datasets including held-out ones.