[GG24] New constructions of pseudorandom codes

Authors: Surendra Ghentiyala, Venkatesan Guruswami | Venue: preprint | Source

Abstract

Introduced in CG24, pseudorandom error-correcting codes (PRCs) are a new cryptographic primitive with applications in watermarking generative AI models. These are codes where a collection of polynomially many codewords is computationally indistinguishable from random, except to individuals with the decoding key. In this work, we examine the assumptions under which PRCs with robustness to a constant error rate exist.

  1. We show that if both the planted hyperloop assumption introduced in [BKR23] and security of a version of Goldreich’s PRG hold, then there exist public-key PRCs for which no efficient adversary can distinguish a polynomial number of codewords from random with better than o(1) advantage.
  2. We revisit the construction of CG24 and show that it can be based on a wider range of assumptions than presented in CG24. To do this, we introduce a weakened version of the planted XOR assumption which we call the weak planted XOR assumption and which may be of independent interest.
  3. We initiate the study of PRCs which are secure against space-bounded adversaries. We show how to construct secret-key PRCs of length O(n) which are unconditionally indistinguishable from random by poly(n) time, O(n1.5−ε) space adversaries.