中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A New Zero Knowledge Argument for General Circuits and Its Application

文献类型:期刊论文

作者Duan, Haohua3; Xiang, Liyao3; Wang, Xinbing3; Chu, Pengzhi1; Zhou, Chenghu2
刊名IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
出版日期2023
卷号18页码:3906-3920
ISSN号1556-6013
关键词Zero knowledge proofs machine learning neural networks general circuits
DOI10.1109/TIFS.2023.3288454
通讯作者Xiang, Liyao(xiangliyao08@sjtu.edu.cn)
英文摘要Verifying the correctness of computation without revealing the input is a critical issue intensively studied in real-world applications. The recent surge of zero knowledge arguments has been focusing on its efficiency and practicality. Among them, GKR-based arguments have received wide attention and become the foundation of many zero-knowledge proof protocols. However, GKR-based protocols are restricted to layered arithmetic circuits. We propose Terrace, a new, efficient zero-knowledge argument system for general circuits, based on GKR. By dynamically patching cross-layer claims to the original circuit for verification instead of verifying those claims separately, Terrace is able to reduce the total circuit size and thus enjoys a logarithmic factor less verification time and proof size. Terrace is further extended to include the verification of non-arithmetic operations by rewriting those claims in the multilinear extension form. Experimental results demonstrate that Terrace enjoys a competitive performance on efficiency, and shows great promise in enabling low-cost verification of neural networks.
资助项目NSF China[62272306] ; NSF China[62032020] ; NSF China[62136006] ; Shanghai Natural Science Foundation[21JC1403800]
WOS研究方向Computer Science ; Engineering
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:001024129000004
资助机构NSF China ; Shanghai Natural Science Foundation
源URL[http://ir.igsnrr.ac.cn/handle/311030/195764]  
专题中国科学院地理科学与资源研究所
通讯作者Xiang, Liyao
作者单位1.Shanghai Jiao Tong Univ, Student Innovat Ctr, Shanghai 200240, Peoples R China
2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
3.Shanghai Jiao Tong Univ, John Hopcroft Ctr Comp Sci, Shanghai 200240, Peoples R China
推荐引用方式
GB/T 7714
Duan, Haohua,Xiang, Liyao,Wang, Xinbing,et al. A New Zero Knowledge Argument for General Circuits and Its Application[J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,2023,18:3906-3920.
APA Duan, Haohua,Xiang, Liyao,Wang, Xinbing,Chu, Pengzhi,&Zhou, Chenghu.(2023).A New Zero Knowledge Argument for General Circuits and Its Application.IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,18,3906-3920.
MLA Duan, Haohua,et al."A New Zero Knowledge Argument for General Circuits and Its Application".IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 18(2023):3906-3920.

入库方式: OAI收割

来源:地理科学与资源研究所

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