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huahua123313/
fairtalking-second-work

Name: fairtalking-second-work
Creator: huahua123313

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Second Work on FairTalking-Bench: CTA / PSM / RADR

Three novel, identity-agnostic, generator-agnostic deepfake detection methods built on top of the FairTalking-Bench dataset.

	Methods

Name Core idea Trainable? Backbone

CTA Causal Time-Arrow asymmetry (A->V vs V->A predictive loss gap) Yes TimeSformer / ViT + Wav2Vec2

PSM Phoneme-Synchrony Manifold (phoneme-conditioned lip prior) Yes Wav2Vec2-phoneme + MediaPipe lip

RADR Reference-Anchored Diffusion… See the full description on the dataset page: https://huggingface.co/datasets/huahua123313/fairtalking-second-work.