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DeformTrace achieves state-of-the-art temporal forgery localization by equipping state space models with deformable dynamics and relay mechanisms, outperforming transformers with fewer parameters and faster inference.
By reformulating binary labels into multi-dimensional latent attributes via EM, GEM-TFL significantly narrows the performance gap between weakly and fully supervised temporal forgery localization.
