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Fully Homomorphic Encryption (FHE) allows a third party to perform arbitrary computations on encrypted data, learning neither the inputs nor the computation results. Hence, it provides resilience in situations where computations are carried…

密码学与安全 · 计算机科学 2022-02-04 Alexander Viand , Patrick Jattke , Anwar Hithnawi

We consider membership inference attacks, one of the main privacy issues in machine learning. These recently developed attacks have been proven successful in determining, with confidence better than a random guess, whether a given sample…

机器学习 · 计算机科学 2019-11-20 Rauf Izmailov , Peter Lin , Chris Mesterharm , Samyadeep Basu

Set-based state estimation provides guaranteed state inclusion certificates that are crucial for the safety verification of dynamical systems. However, when system sensors are subject to cyberattacks, maintaining both safety and security…

系统与控制 · 电气工程与系统科学 2025-08-28 M. Umar B. Niazi , Michelle S. Chong , Amr Alanwar , Karl H. Johansson

Decision support systems are increasingly adopted to automate decision-making processes across industries, organizations, and governments. Decision support demands data privacy, integrity, and availability while ensuring customization,…

密码学与安全 · 计算机科学 2026-04-23 Edoardo Marangone , Eugenio Nerio Nemmi , Daniele Friolo , Giuseppe Ateniese , Ingo Weber , Claudio Di Ciccio

Safety cases - clear, assessable arguments for the safety of a system in a given context - are a widely-used technique across various industries for showing a decision-maker (e.g. boards, customers, third parties) that a system is safe. In…

计算机与社会 · 计算机科学 2025-03-10 Benjamin Hilton , Marie Davidsen Buhl , Tomek Korbak , Geoffrey Irving

The latest Wi-Fi security standard, IEEE 802.11, includes a secure authentication protocol called SAE, whose use is mandatory for WPA3-Personal networks. The protocol is specified at two separate but linked levels: a traditional…

密码学与安全 · 计算机科学 2026-03-25 Roberto Metere , Mario Lilli , Luca Arnaboldi , Elvinia Riccobene

Implicit authentication consists of a server authenticating a user based on the user's usage profile, instead of/in addition to relying on something the user explicitly knows (passwords, private keys, etc.). While implicit authentication…

密码学与安全 · 计算机科学 2015-03-03 Josep Domingo-Ferrer , Qianhong Wu , Alberto Blanco-Justicia

Ensembles of separate neural networks (NNs) have shown superior accuracy and confidence calibration over single NN across tasks. To improve the hardware efficiency of ensembles of separate NNs, recent methods create ensembles within a…

机器学习 · 计算机科学 2024-07-25 Martin Ferianc , Hongxiang Fan , Miguel Rodrigues

Intel Software Guard Extensions (SGX) local and remote attestation mechanisms enable an enclave to attest its identity (i.e., the enclave measurement, which is the cryptographic hash of its initial code and data) to an enclave. To verify…

密码学与安全 · 计算机科学 2026-03-03 Guoxing Chen , Yinqian Zhang

Access control encryption (ACE) enforces, through a sanitizer as the mediator, that only legitimate sender-receiver pairs can communicate, without the sanitizer knowing the communication metadata, including its sender and recipient…

密码学与安全 · 计算机科学 2023-05-15 Cheuk Ting Li , Sherman S. M. Chow

The goal of an algorithm substitution attack (ASA), also called a subversion attack (SA), is to replace an honest implementation of a cryptographic tool by a subverted one which allows to leak private information while generating output…

密码学与安全 · 计算机科学 2017-11-02 Sebastian Berndt , Maciej Liskiewicz

Collective remote attestation (CRA) is a security service that aims to efficiently identify compromised (often low-powered) devices in a (heterogeneous) network. The last few years have seen an extensive growth in CRA protocol proposals,…

密码学与安全 · 计算机科学 2024-07-15 Sharar Ahmadi , Jay Le-Papin , Liqun Chen , Brijesh Dongol , Sasa Radomirovic , Helen Treharne

Securing enterprise networks presents challenges in terms of both their size and distributed structure. Data required to detect and characterize malicious activities may be diffused and may be located across network and endpoint devices.…

Data privacy is critical in instilling trust and empowering the societal pacts of modern technology-driven democracies. Unfortunately, it is under continuous attack by overreaching or outright oppressive governments, including some of the…

密码学与安全 · 计算机科学 2021-11-29 Chen Chen , Xiao Liang , Bogdan Carbunar , Radu Sion

End-to-end encryption (E2EE) by messaging platforms enable people to securely and privately communicate with one another. Its widespread adoption however raised concerns that illegal content might now be shared undetected. Following the…

密码学与安全 · 计算机科学 2022-08-03 Shubham Jain , Ana-Maria Cretu , Yves-Alexandre de Montjoye

In this paper, we introduce Anomaly Contribution Explainer or ACE, a tool to explain security anomaly detection models in terms of the model features through a regression framework, and its variant, ACE-KL, which highlights the important…

机器学习 · 计算机科学 2020-03-03 Xiao Zhang , Manish Marwah , I-ta Lee , Martin Arlitt , Dan Goldwasser

In recent years, the attack which leverages register information (e.g. accounts and passwords) leaked from 3rd party applications to try other applications is popular and serious. We call this attack "database collision". Traditionally,…

密码学与安全 · 计算机科学 2022-06-27 Bo Zhao , Yu Zhou

Context. Developing secure and reliable software remains a key challenge in software engineering (SE). The ever-evolving technological landscape offers both opportunities and threats, creating a dynamic space where chaos and order compete.…

软件工程 · 计算机科学 2025-01-10 Matteo Esposito

Privacy is one of the essential pillars for the widespread adoption of blockchains, but public blockchains are transparent by nature. Modern analytics techniques can easily subdue the pseudonymity feature of a blockchain user. Some…

密码学与安全 · 计算机科学 2025-06-10 Amit Chaudhary , Hamish Ivey-Law

As data-driven and AI-based decision making gains widespread adoption across disciplines, it is crucial that both data privacy and decision fairness are appropriately addressed. Although differential privacy (DP) provides a robust framework…

机器学习 · 计算机科学 2025-10-21 Spencer Giddens , Xiaon Lang , Fang Liu