Crypto Seminar - Miranda Christ

— 5:30pm

Location:
In Person and Virtual - ET - Blelloch-Skees Conference Room, Gates Hillman 8115 and Zoom

Speaker:
MIRANDA CHRIST , Ph.D. Student, Columbia University
https://www.cs.columbia.edu/~mchrist/

Ideal Pseudorandom Error-Correcting Codes with Applications to Watermarking Generative AI

Motivated by the growing need to identify AI-generated content, we ([CG24]) introduced a powerful new framework for generative AI watermarking. This framework leverages a new cryptographic primitive called a pseudorandom error-correcting code (PRC). A PRC is an error-correcting code with the property that any polynomial number of codewords are pseudorandom to any efficient adversary. We construct PRCs from standard cryptographic assumptions, and in this talk I will give an overview of our construction from subexponential LPN. Since the introduction of PRCs, there has been a flurry of exciting works strengthening their properties and implementing them in practice. I will highlight new work with my collaborators ([AAC+25]) in which we define and construct a notion of an ideal PRC, with stronger robustness and pseudorandomness motivated by applications. Our proof of security uses tools from the analysis of Boolean functions. 

This is based on works with Sam Gunn, Omar Alrabiah, Prabhanjan Ananth, and Yevgeniy Dodis: [CG24] , [AAC+25

Miranda Christ is a computer science PhD student at Columbia University, advised by Tal Malkin and Mihalis Yannakakis.  She is a member of the Theory Group and the Crypto Lab. Her research is generally on theoretical cryptography, and recently has focused on the intersection of cryptography and machine learning. 

In Person and Zoom Participation.  See announcement.

Event Website:
https://sites.google.com/view/crypto-seminar/home


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