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Exposing and Mitigating Temporal Attack in Deepfake Video Detection
SpInShield defends deepfake detectors against temporal spectral attacks by suppressing unstable spectral shortcuts and learning robust semantic motion cues, improving attack resilience by over 21 AUC points.
Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5