Folding-based zkLLM

ePrint Report: Folding-based zkLLM

Wilbert W

This paper introduces a new approach to construct zero-knowledge large language models (zkLLM) based on the Folding technique. We first review the concept of Incrementally Verifiable Computation (IVC) and compare the IVC constructions based on SNARK and Folding. Then we discuss the necessity of Non-uniform IVC (NIVC) and present several Folding schemes that support more expressive circuits, such as SuperNova, Sangria, Origami, HyperNova, and Protostar. Based on these techniques, we propose a zkLLM design …

computation concept discuss eprint report folding knowledge language language models large non report review