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Zero-knowledge succinct non-interactive arguments of knowledge (zk-SNARKs) are a powerful tool for proving computation correctness, attracting significant interest from researchers, developers, and users. However, the complexity of…

Cryptography and Security · Computer Science 2025-02-06 Junkai Liang , Daqi Hu , Pengfei Wu , Yunbo Yang , Qingni Shen , Zhonghai Wu

The increasing deployment of Unmanned Aerial Vehicles (UAVs) for military, commercial, and logistics applications has raised significant concerns regarding flight path privacy. Conventional UAV communication systems often expose flight path…

Cryptography and Security · Computer Science 2025-08-26 Shayesta Naziri , Xu Wang , Guangsheng Yu , Christy Jie Liang , Wei Ni

Zero-knowledge proofs have always provided a clear solution when it comes to conveying information from a prover to a verifier or vice versa without revealing essential information about the process. Advancements in zero-knowledge have…

Cryptography and Security · Computer Science 2021-08-02 Aritra Banerjee , Michael Clear , Hitesh Tewari

Zero-knowledge proofs (ZKPs) are central to secure and privacy-preserving computation, with zk-SNARKs and zk-STARKs emerging as leading frameworks offering distinct trade-offs in efficiency, scalability, and trust assumptions. While their…

Cryptography and Security · Computer Science 2025-12-12 Ayush Nainwal , Atharva Kamble , Nitin Awathare

In today's world, secure and efficient biometric authentication is of keen importance. Traditional authentication methods are no longer considered reliable due to their susceptibility to cyber-attacks. Biometric authentication, particularly…

Cryptography and Security · Computer Science 2023-10-31 Pranay Kothari , Deepak Chopra , Manjot Singh , Shivam Bhardwaj , Rudresh Dwivedi

With the increasingly widespread application of machine learning, how to strike a balance between protecting the privacy of data and algorithm parameters and ensuring the verifiability of machine learning has always been a challenge. This…

Machine Learning · Computer Science 2024-06-10 Xikun Jiang , He Lyu , Chenhao Ying , Yibin Xu , Boris Düdder , Yuan Luo

Zero-knowledge proofs (ZKPs) enable computational integrity and privacy by allowing one party to prove the truth of a statement without revealing underlying data. Compared with alternatives such as homomorphic encryption and secure…

Cryptography and Security · Computer Science 2026-04-14 Ryan Lavin , Xuekai Liu , Hardhik Mohanty , Logan Norman , Giovanni Zaarour , Bhaskar Krishnamachari

Zero-knowledge proofs (zk-Proofs) are communication protocols by which a prover can demonstrate to a verifier that it possesses a solution to a given public problem without revealing the content of the solution. Arbitrary computations can…

Cryptography and Security · Computer Science 2024-01-08 Armando Cruz

High-entropy random numbers are an essential part of cryptography, and Quantum Random Number Generators (QRNG) are an emergent technology that can provide high-quality keys for cryptographic algorithms but unfortunately are currently…

Cryptography and Security · Computer Science 2024-03-26 David Soler , Carlos Dafonte , Manuel Fernández-Veiga , Ana Fernández Vilas , Francisco J. Nóvoa

In the context of cloud computing, services are held on cloud servers, where the clients send their data to the server and obtain the results returned by server. However, the computation, data and results are prone to tampering due to the…

Cryptography and Security · Computer Science 2025-04-17 Yancheng Zhang , Mengxin Zheng , Xun Chen , Jingtong Hu , Weidong Shi , Lei Ju , Yan Solihin , Qian Lou

A zk-SNARK is a protocol that lets one party, the prover, prove to another party, the verifier, that a statement about some privately-held information is true without revealing the information itself. This paper describes technical…

Cryptography and Security · Computer Science 2023-10-26 Thomas Chen , Hui Lu , Teeramet Kunpittaya , Alan Luo

The Bitcoin white paper introduced blockchain technology, enabling trustful transactions without intermediaries. Smart contracts emerged with Ethereum and blockchains expanded beyond cryptocurrency, applying to auctions, crowdfunding and…

Cryptography and Security · Computer Science 2025-01-08 Aldenio Burgos , Eduardo Alchieri

Zero-knowledge proofs (ZKPs) have evolved from being a theoretical concept providing privacy and verifiability to having practical, real-world implementations, with SNARKs (Succinct Non-Interactive Argument of Knowledge) emerging as one of…

Cryptography and Security · Computer Science 2024-07-15 Stefanos Chaliasos , Jens Ernstberger , David Theodore , David Wong , Mohammad Jahanara , Benjamin Livshits

The rapid advancement of artificial intelligence (AI) has brought about sophisticated models capable of various tasks ranging from image recognition to natural language processing. As these models continue to grow in complexity, ensuring…

Cryptography and Security · Computer Science 2025-04-08 Nishant Jagannath , Christopher Wong , Braden Mcgrath , Md Farhad Hossain , Asuquo A. Okon , Abbas Jamalipour , Kumudu S. Munasinghe

Digital identity verification often forces a privacy trade-off, where users must disclose sensitive personal data to prove simple eligibility criteria. As blockchain applications integrate with regulated environments, this over-disclosure…

Cryptography and Security · Computer Science 2026-02-24 Supriya Khadka , Dhiman Goswami , Sanchari Das

Payment channel network (PCN) is a layer-two scaling solution that enables fast off-chain transactions but does not involve on-chain transaction settlement. PCNs raise new privacy issues including balance secrecy, relationship anonymity and…

Cryptography and Security · Computer Science 2022-08-23 Wenxuan Yu , Minghui Xu , Dongxiao Yu , Xiuzhen Cheng , Qin Hu , Zehui Xiong

In this paper we present ZKlaims: a system that allows users to present attribute-based credentials in a privacy-preserving way. We achieve a zero-knowledge property on the basis of Succinct Non-interactive Arguments of Knowledge (SNARKs).…

Cryptography and Security · Computer Science 2019-08-21 Martin Schanzenbach , Thomas Kilian , Julian Schütte , Christian Banse

This paper proposes a new approach for privacy-preserving and verifiable convolutional neural network (CNN) testing, enabling a CNN model developer to convince a user of the truthful CNN performance over non-public data from multiple…

Cryptography and Security · Computer Science 2023-05-30 Jiasi Weng , Jian Weng , Gui Tang , Anjia Yang , Ming Li , Jia-Nan Liu

Machine learning providers commonly distribute global models to edge devices, which subsequently personalize these models using local data. However, issues such as copyright infringements, biases, or regulatory requirements may require the…

Machine Learning · Computer Science 2025-06-26 Mohammad M Maheri , Alex Davidson , Hamed Haddadi

With the proliferation of decentralized applications (DApps), the conflict between the transparency of blockchain technology and user data privacy has become increasingly prominent. While Decentralized Identity (DID) and Verifiable…

Cryptography and Security · Computer Science 2025-10-14 Hui Yuan
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