Fusion Under Component Failure: Negative Results and Failure Modes in Ensemble AI-Generated Image Detection

Suraj Singh, Tushar Verma, Pragyan Singh +2

We built an ordinary stacking ensemble for AI-generated image detection -- three open detectors producing five scores, fused by a gradient-boosted meta-learner that treats a detect…