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

arXiv:2609.31749 · cs.CV · Submitted 2026-09-23 · Read on arXiv

cs.CV

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

Abstention — 38× in this paper · explained in 1 episode
AUC — 33× in this paper · explained in 2 episodes
Accuracy — 16× in this paper · explained in 1 episode
Benchmark — 9× in this paper · explained in 2 episodes
Provenance — 9× in this paper · explained in 4 episodes
Calibration — 8× in this paper · explained in 7 episodes
Decode — 3× in this paper · explained in 2 episodes
Failure Modes — 3× in this paper · explained in 3 episodes
Ablation — 2× in this paper · explained in 1 episode
Computer Vision and Pattern Recognition — 2× in this paper
Distribution Shift — 2× in this paper · explained in 6 episodes
Generalization — 2× in this paper · explained in 13 episodes
Transformer — 2× in this paper · explained in 2 episodes
Adversarial Robustness — 1× in this paper · explained in 3 episodes
Alignment — 1× in this paper · explained in 1 episode
Cooperation — 1× in this paper · explained in 2 episodes
Degeneracy — 1× in this paper · explained in 3 episodes
Domain Shift — 1× in this paper · explained in 4 episodes
Generative Model — 1× in this paper · explained in 2 episodes
Generative Models — 1× in this paper · explained in 2 episodes
Redundancy — 1× in this paper · explained in 2 episodes
Robustness — 1× in this paper · explained in 5 episodes
Trace — 1× in this paper · explained in 2 episodes

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