A four-backbone SSL ensemble achieves near-perfect deepfake detection in the ImageCLEF 2026 track, while the same team's generated audio ranks first in the generation track, revealing an OR-versus-AND asymmetry between defenders and attackers.
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Multi-Backbone Self-Supervised Ensembles for Audio Deepfake Detection and a Cross-Track Analysis of Generation-Detection Asymmetry
A four-backbone SSL ensemble achieves near-perfect deepfake detection in the ImageCLEF 2026 track, while the same team's generated audio ranks first in the generation track, revealing an OR-versus-AND asymmetry between defenders and attackers.