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 |
DOI | 10.1109/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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