Trident trains Siamese embeddings on identity- and timestamp-matched triplets plus a domain-adversarial forgery discriminator, improving cross-dataset deepfake detection AUC.
Marlin: Masked autoencoder for facial video representation learning,
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Trident: Detecting Face Forgeries with Adversarial Triplet Learning
Trident trains Siamese embeddings on identity- and timestamp-matched triplets plus a domain-adversarial forgery discriminator, improving cross-dataset deepfake detection AUC.