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Ideal Pseudorandom Codes
Omar Alrabiah, Prabhanjan Ananth, Miranda Christ +2
Pseudorandom codes are error-correcting codes with the property that no efficient adversary can distinguish encodings from uniformly random strings. They were recently introduced b…
SoK: Watermarking for AI-Generated Content
Xuandong Zhao, Sam Gunn, Miranda Christ +11
As the outputs of generative AI (GenAI) techniques improve in quality, it becomes increasingly challenging to distinguish them from human-created content. Watermarking schemes are…
Provably Robust Watermarks for Open-Source Language Models
Miranda Christ, Sam Gunn, Tal Malkin +1
The recent explosion of high-quality language models has necessitated new methods for identifying AI-generated text. Watermarking is a leading solution and could prove to be an ess…
Pseudorandom Error-Correcting Codes
Miranda Christ, Sam Gunn
We construct pseudorandom error-correcting codes (or simply pseudorandom codes), which are error-correcting codes with the property that any polynomial number of codewords are pseu…