AI media detectors with AUC near 0.99 in clean conditions suffer major accuracy and calibration drops under platform transforms and visually constrained adversarial attacks.
Can you trust your model’s uncertainty? evaluating predic- tive uncertainty under dataset shift
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The Deployment Gap in AI Media Detection: Platform-Aware and Visually Constrained Adversarial Evaluation
AI media detectors with AUC near 0.99 in clean conditions suffer major accuracy and calibration drops under platform transforms and visually constrained adversarial attacks.