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PURA achieves over three times the message match rate of existing unbiased watermarking methods, all while preserving text quality and speed.
Achieving over 89% accuracy in attributing generated images to their source models, DNA redefines the landscape of digital forensics in image generation.
Achieve near-perfect covert communication even when tokenizers disagree, by selectively patching up tokenization mismatches on the fly.
Achieve over 90% accuracy in attributing generated videos to their source model with as few as 20 samples, all without training or modifying the videos themselves.
