SpInShield is a temporal spectral-invariant defense that decouples semantic motion from manipulatable spectral artifacts in deepfake detectors via a learnable adversary and shortcut suppression optimization.
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RAMSES integrates commercial encryption technologies and OS hardening into an HPC platform to enable secure sensitive-data processing with limited performance overhead, as shown by biomedical-sector benchmarks.
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Exposing and Mitigating Temporal Attack in Deepfake Video Detection
SpInShield is a temporal spectral-invariant defense that decouples semantic motion from manipulatable spectral artifacts in deepfake detectors via a learnable adversary and shortcut suppression optimization.