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Recent advances in the cryptographic field of "Zero-Knowledge Proofs" have sparked a new wave of research, giving birth to many exciting theoretical approaches in the last few years. Such research has often overlapped with the need for…

Cryptography and Security · Computer Science 2019-09-04 Mario Alessandro Barbara

We propose a blockchain-based solution for enabling verifiability of manufacturing processes. We base our solution on the methodology of verifiable computing which, originally developed for cloud computing, enables clients to outsource…

Cryptography and Security · Computer Science 2023-02-28 Michael Chiu , Jyotiraditya Panda , Abraham Goldsmith , Uros Kalabic

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

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

Blockchain technology promises a decentralized, trustless, and interoperable infrastructure. However, widespread adoption remains hindered by issues such as limited scalability, high transaction costs, and the complexity of maintaining…

Cryptography and Security · Computer Science 2025-05-01 Isaac Zhang , Kshitij Kulkarni , Tan Li , Daniel Wong , Thomas Kim , John Guibas , Uma Roy , Bryan Pellegrino , Ryan Zarick

Sidechains are an appealing innovation devised to enable blockchain scalability and extensibility. The basic idea is simple yet powerful: construct a parallel chain -- sidechain -- with desired features, and provide a way to transfer coins…

Cryptography and Security · Computer Science 2020-02-06 Alberto Garoffolo , Dmytro Kaidalov , Roman Oliynykov

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

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

We present a secure and efficient string-matching platform leveraging zk-SNARKs (Zero-Knowledge Succinct Non-Interactive Arguments of Knowledge) to address the challenge of detecting sensitive information leakage while preserving data…

Cryptography and Security · Computer Science 2025-05-21 Taoran Li , Taobo Liao

Proof of Work (PoW) is widely regarded as the most secure permissionless blockchain consensus protocol. However, its reliance on computationally intensive yet externally useless puzzles results in excessive electric energy wasting. To…

Cryptography and Security · Computer Science 2025-10-14 Samuel Oleksak , Richard Gazdik , Martin Peresini , Ivan Homoliak

Blockchain technologies are one possible avenue for increasing the resilience of the Smart Grid, by decentralizing the monitoring and control of system-level objectives such as voltage stability protection. They furthermore offer benefits…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-29 Kimia Honari , Xiaotian Zhou , Sara Rouhani , Scott Dick , Hao Liang , James Miller Li , James Miller

Distributed Key Generation (DKG) is an extensively researched topic as it is fundamental to threshold cryptosystems. Emerging technologies such as blockchains benefit massively from applying threshold cryptography in consensus protocols,…

Cryptography and Security · Computer Science 2022-12-23 Michael Sober , Max Kobelt , Giulia Scaffino , Dominik Kaaser , Stefan Schulte

Blockchains have seen growing traction with cryptocurrencies reaching a market cap of over 1 trillion dollars, major institution investors taking interests, and global impacts on governments, businesses, and individuals. Also growing…

Cryptography and Security · Computer Science 2022-10-04 Tiancheng Xie , Jiaheng Zhang , Zerui Cheng , Fan Zhang , Yupeng Zhang , Yongzheng Jia , Dan Boneh , Dawn Song

The increasing use of deep neural networks for safety-critical applications, such as autonomous driving and flight control, raises concerns about their safety and reliability. Formal verification can address these concerns by guaranteeing…

Artificial Intelligence · Computer Science 2018-02-06 Lindsey Kuper , Guy Katz , Justin Gottschlich , Kyle Julian , Clark Barrett , Mykel Kochenderfer

Zero-Knowledge (ZK) rollups have become a popular solution for scaling blockchain systems, offering improved transaction throughput and reduced costs by aggregating Layer 2 transactions and submitting them as a single batch to a Layer 1…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-07 John Stephan , Matej Pavlovic , Antonio Locascio , Benjamin Livshits

With the rapid development of Zero-Knowledge Proofs (ZKPs), particularly Succinct Non-Interactive Arguments of Knowledge (SNARKs), benchmarking various ZK tools has become a valuable task. ZK-friendly hash functions, as key algorithms in…

Cryptography and Security · Computer Science 2024-09-04 Hanze Guo , Yebo Feng , Cong Wu , Zengpeng Li , Jiahua Xu

Zero-Knowledge Proofs (ZKPs) have emerged as an important cryptographic technique allowing one party (prover) to prove the correctness of a statement to some other party (verifier) and nothing else. ZKPs give rise to user's privacy in many…

As ML models have increased in capabilities and accuracy, so has the complexity of their deployments. Increasingly, ML model consumers are turning to service providers to serve the ML models in the ML-as-a-service (MLaaS) paradigm. As MLaaS…

Cryptography and Security · Computer Science 2022-10-18 Daniel Kang , Tatsunori Hashimoto , Ion Stoica , Yi Sun

The development of underlying technologies in blockchain mostly revolves around a difficult problem: how to enhance the performance of the system and reduce various costs of nodes (such as communication, storage and verification) without…

Cryptography and Security · Computer Science 2023-12-04 Lide Xue , Wei Yang , Wei Li

This survey provides a comprehensive examination of verifiable computing, tracing its evolution from foundational complexity theory to modern zero-knowledge succinct non-interactive arguments of knowledge (ZK-SNARKs). We explore key…

Logic in Computer Science · Computer Science 2025-01-13 Angold Wang