Lookups are a popular way to express repeated constraints in state-of-the art SNARKs. This is especially the case for zero-knowledge virtual machines (zkVMs), which produce succinct proofs of correct execution for programs expressed as bytecode according to a specific instruction set architecture (ISA). The Jolt zkVM (Arun, Setty & Thaler, Eurocrypt 2024) for RISC-V ISA employs Lasso (Setty, Thaler & Wahby, Eurocrypt 2024), an efficient lookup argument for massive structured tables, to prove...

Folding schemes enable prover-efficient incrementally verifiable computation (IVC), where a proof is generated step-by-step, resulting in a space-efficient prover that naturally supports continuations. These attributes make them a promising choice for proving long-running machine executions (popularly, "zkVMs"). A major problem is designing an efficient read-write memory. Another challenge is overheads incurred by unused machine instructions when incrementally proving a program execution...

This paper introduces a ZKP (zero-knowledge proof) based state update system, where each block contains a SNARK proof aggregated from the user generated zkVM (zero knowledge virtual machine) proofs. It enables users to generate state update proofs in their local machines, contributing to a secure, decentralized verification process. Our main contribution in this paper, the recursive proofs system, addresses scalability by recursively verifying user proofs and aggregating them in a...

The authors of Jolt [AST24] pioneered a unique method for creating zero-knowledge virtual machines, known as the lookup singularity. This technique extensively uses lookup tables to create virtual machine circuits. Despite Jolt’s performance being twice as efficient as the previous state-of-the-art1 , there is potential for further enhancement. The initial release of Jolt uses Spartan [Set20] and Hyrax [WTs+ 18] as their backend, leading to two constraints. First, Hyrax employs Pedersen...

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...

In this paper, we explore a novel Zero-knowledge Virtual Machine (zkVM) framework leveraging succinct, non-interactive zero-knowledge proofs for verifiable computation over any code. Our approach divides the proof of program execution into two stages. In the first stage, the process breaks down program execution into segments, identifying and grouping identical sections. These segments are then proved through data-parallel circuits that allow for varying amounts of duplication. In the...

We design a SNARKs/STARKs-optimized AEAD scheme based on the $\texttt{MonkeySpongeWrap}$ (ToSC 2023(2)) and the RPO permutation (ePrint 2022/1577).

Zero-Knowledge Virtual Machines (ZKVMs) have gained traction in recent years due to their potential applications in a variety of areas, particularly blockchain ecosystems. Despite tremendous progress on ZKVMs in the industry, no formal definitions or security proofs have been established in the literature. Due to this lack of formalization, existing protocols exhibit significant discrepancies in terms of problem definitions and performance metrics, making it difficult to analyze and compare...

Succinct Non-interactive Arguments of Knowledge (SNARKs) allow an untrusted prover to establish that it correctly ran some "witness-checking procedure" on a witness. A zkVM (short for zero-knowledge Virtual Machine) is a SNARK that allows the witness-checking procedure to be specified as a computer program written in the assembly language of a specific instruction set architecture (ISA). A $\textit{front-end}$ converts computer programs into a lower-level representation such as an...

Succinct Non-interactive Arguments of Knowledge (SNARKs) enable a party to cryptographically prove a statement regarding a computation to another party that has constrained resources. Practical use of SNARKs often involves a Zero-Knowledge Virtual Machine (zkVM) that receives an input program and input data, then generates a SNARK proof of the correct execution of the input program. Most zkVMs emulate the von Neumann architecture and must prove relations between a program's execution and its...