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LaP-Forensics reveals that leveraging reconstruction-based evidence can significantly enhance deepfake detection accuracy against state-of-the-art generative models.
Existing AI-generated image detectors falter dramatically, with accuracy plummeting from 91-96% to as low as 54-66% when faced with realistic manipulations.
Concept erasure in text-to-image models no longer needs to be a blunt instrument: OrthoEraser precisely removes harmful content while preserving image quality by analytically orthogonalizing the erasure process.
