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.
Measuring robustness to natural distribu- tion shifts in image classification
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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.