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Keywords: generative AI
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Journal Articles
APSIPA Transactions on Signal and Information Processing (2025) 14 (3): 1–33.
Published: 25 June 2025
...), subject to full attribution to the original publication and authors. The full terms of this licence may be seen at Link to the terms of the CC BY-NC 4.0 licence . Deepfake diffusion model generative AI source mismatch detection distribution-shift empirical evaluation experimental methods...
Journal Articles
APSIPA Transactions on Signal and Information Processing (2025) 14 (3): 1–20.
Published: 25 June 2025
... designed to address a broad spectrum of attacks related to generative AI, where merely distinguishing between “real” and “fake” content is no longer adequate. To highlight the necessity of this new perspective, we present two case studies that demonstrate the feasibility and effectiveness of our proposed...

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