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Privacy and security are often intertwined. For example, identity theft is rampant because we have become accustomed to authentication by identification. To obtain some service, we provide enough information about our identity for an…

Cryptography and Security · Computer Science 2009-08-10 A. Damodaram , H. Jayasri

The amount of information generated grows as more and more sensor and IoT devices are deployed in smart cities. It is of utmost importance for us to consider the privacy data leakage and compromised identity from both outside adversaries…

Cryptography and Security · Computer Science 2021-08-10 Jerry Chien Lin Ho , Chi-Yi Lin

This paper presents a new method for quantum identity authentication (QIA) protocols. The logic of classical zero-knowledge proofs (ZKPs) due to Schnorr is applied in quantum circuits and algorithms. This novel approach gives an exact way…

Quantum Physics · Physics 2023-08-08 Mark Carney

Machine unlearning aims to remove the influence of specific data points from a trained model to satisfy privacy, copyright, and safety requirements. In real deployments, providers distribute a global model to many edge devices, where each…

Cryptography and Security · Computer Science 2026-04-16 Mohammad M Maheri , Sunil Cotterill , Alex Davidson , Hamed Haddadi

Anonymous Single-Sign-On authentication schemes have been proposed to allow users to access a service protected by a verifier without revealing their identity which has become more important due to the introduction of strong privacy…

Cryptography and Security · Computer Science 2018-04-20 Jinguang Han , Liqun Chen , Steve Schneider , Helen Treharne , Stephan Wesemeyer

The computing continuum introduces new challenges for access control due to its dynamic, distributed, and heterogeneous nature. In this paper, we propose a Zero-Trust (ZT) access control solution that leverages decentralized identification…

Blockchain-based Attribute-Based Access Control (BC-ABAC) offers a decentralized paradigm for secure data governance but faces two inherent challenges: the transparency of blockchain ledgers threatens user privacy by enabling…

Cryptography and Security · Computer Science 2026-05-26 Jie Zhang , Xiaohong Li , Mengke Zhang , Ruitao Feng , Shanshan Xu , Zhe Hou , Guangdong Bai

Zero-Knowledge Proofs (ZKPs) have emerged as a powerful tool for secure and privacy-preserving computation. ZKPs enable one party to convince another of a statement's validity without revealing anything else. This capability has profound…

Hardware Architecture · Computer Science 2026-01-27 Alhad Daftardar , Jianqiao Mo , Joey Ah-kiow , Benedikt Bünz , Siddharth Garg , Brandon Reagen

We introduce a formal model for order queries on lists in zero knowledge in the traditional authenticated data structure model. We call this model Privacy-Preserving Authenticated List (PPAL). In this model, the queries are performed on the…

Cryptography and Security · Computer Science 2014-08-19 Esha Ghosh , Olga Ohrimenko , Roberto Tamassia

Systems managing Verifiable Credentials are becoming increasingly popular. Unfortunately, their support for revoking previously issued credentials allows verifiers to effectively monitor the validity of the credentials, which is sensitive…

Cryptography and Security · Computer Science 2025-09-16 Praveensankar Manimaran , Mayank Raikwar , Thiago Garrett , Arlindo F. da Conceição , Leander Jehl , Roman Vitenberg

When users query proprietary LLM APIs, they receive outputs with no cryptographic assurance that the claimed model was actually used. Service providers could substitute cheaper models, apply aggressive quantization, or return cached…

Machine Learning · Computer Science 2026-03-20 Zhaohui Geoffrey Wang

With the rise of machine learning techniques, ensuring the fairness of decisions made by machine learning algorithms has become of great importance in critical applications. However, measuring fairness often requires full access to the…

Machine Learning · Computer Science 2025-05-20 Tianyu Zhang , Shen Dong , O. Deniz Kose , Yanning Shen , Yupeng Zhang

Privacy-preserving blockchain systems are essential for protecting transaction data, yet they must also provide auditability that enables auditors to recover participant identities and transaction amounts when warranted. Existing designs…

Cryptography and Security · Computer Science 2025-09-11 Zihan Liu , Xiaohu Wang , Chao Lin , Minghui Xu , Debiao He , Xinyi Huang

Verification of the integrity of deep learning inference is crucial for understanding whether a model is being applied correctly. However, such verification typically requires access to model weights and (potentially sensitive or private)…

Machine Learning · Computer Science 2025-05-27 Mohammad M Maheri , Hamed Haddadi , Alex Davidson

This paper introduces the zk-IoT framework, a novel approach to enhancing the security of Internet of Things (IoT) ecosystems through the use of Zero-Knowledge Proofs (ZKPs) on blockchain platforms. Our framework ensures the integrity of…

Cryptography and Security · Computer Science 2024-02-20 Gholamreza Ramezan , Ehsan Meamari

This paper introduces a new set of privacy-preserving mechanisms for verifying compliance with location-based policies for vehicle taxation, or for (electric) vehicle (EV) subsidies, using Zero-Knowledge Proofs (ZKPs). We present the design…

Cryptography and Security · Computer Science 2025-08-21 Dan Bogdanov , Eduardo Brito , Annika Jaakson , Peeter Laud , Raul-Martin Rebane

Zero-Knowledge Proofs (ZKP) are protocols which construct cryptographic proofs to demonstrate knowledge of a secret input in a computation without revealing any information about the secret. ZKPs enable novel applications in private and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Tarunesh Verma , Yichao Yuan , Nishil Talati , Todd Austin

Ensuring that AI models are both verifiable and privacy-preserving is important for trust, accountability, and compliance. To address these concerns, recent research has focused on developing zero-knowledge machine learning (zkML)…

Cryptography and Security · Computer Science 2025-06-16 Hidde Lycklama , Alexander Viand , Nikolay Avramov , Nicolas Küchler , Anwar Hithnawi

Privacy-preserving technologies have introduced a paradigm shift that allows for realizable secure computing in real-world systems. The significant barrier to the practical adoption of these primitives is the computational and communication…

Cryptography and Security · Computer Science 2025-09-30 Yaman Jandali , Ruisi Zhang , Nojan Sheybani , Farinaz Koushanfar

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