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Sadtalker: Learning realistic 3d motion coefficients for stylized audio- driven single image talking face animation

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cs.CV 2

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2026 2

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Why Fake ? Unveiling the Semantic Vocabulary of Deepfake Detectors

cs.CV · 2026-07-08 · conditional · novelty 4.0

Applying Encoding-Decoding Direction Pairs to an Xception deepfake detector reveals 16 interpretable concepts (e.g., fake-mouth, real-eyes) that drive real/fake predictions, with concept-level interventions achieving 99.8% correction of misclassified samples.

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