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Recommenders are central in many applications today. The most effective recommendation schemes, such as those based on collaborative filtering (CF), exploit similarities between user profiles to make recommendations, but potentially expose…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-02 Akash Dhasade , Nevena Dresevic , Anne-Marie Kermarrec , Rafael Pires

Confidential Computing enhances privacy of data in-use through hardware-based Trusted Execution Environments (TEEs) that use attestation to verify their integrity, authenticity, and certain runtime properties, along with those of the…

Cryptography and Security · Computer Science 2024-12-09 Ceren Kocaoğullar , Tina Marjanov , Ivan Petrov , Ben Laurie , Al Cutter , Christoph Kern , Alice Hutchings , Alastair R. Beresford

Embedded, smart, and IoT devices are increasingly popular in numerous everyday settings. Since lower-end devices have the most strict cost constraints, they tend to have few, if any, security features. This makes them attractive targets for…

Cryptography and Security · Computer Science 2023-09-21 Sashidhar Jakkamsetti , Youngil Kim , Andrew Searles , Gene Tsudik

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,…

Cryptography and Security · Computer Science 2024-07-15 Sharar Ahmadi , Jay Le-Papin , Liqun Chen , Brijesh Dongol , Sasa Radomirovic , Helen Treharne

Remote attestation protocols are widely used to detect device configuration (e.g., software and/or data) compromise in Internet of Things (IoT) scenarios. Unfortunately, the performances of such protocols are unsatisfactory when dealing…

Cryptography and Security · Computer Science 2018-06-18 Moreno Ambrosin , Mauro Conti , Riccardo Lazzeretti , Md Masoom Rabbani , Silvio Ranise

Topos is an open interoperability protocol designed to reduce as much as possible trust assumptions by replacing them with cryptographic constructions and decentralization while exhibiting massive scalability. The protocol does not make use…

Cryptography and Security · Computer Science 2023-02-10 Théo Gauthier , Sébastien Dan , Monir Hadji , Antonella Del Pozzo , Yackolley Amoussou-Guenou

Interconnected embedded devices are increasingly used invarious scenarios, including industrial control, building automation, or emergency communication. As these systems commonly process sensitive information or perform safety critical…

Cryptography and Security · Computer Science 2017-01-30 Florian Kohnhäuser , Niklas Büscher , Sebastian Gabmeyer , Stefan Katzenbeisser

The rapid advancement of ML models in critical sectors such as healthcare, finance, and security has intensified the need for robust data security, model integrity, and reliable outputs. Large multimodal foundational models, while crucial…

Cryptography and Security · Computer Science 2024-12-13 Hongyang Zhang , Yue Zhao , Claudio Angione , Harry Yang , James Buban , Ahmad Farhan , Fielding Johnston , Patrick Colangelo

This paper introduces a robust zero-trust architecture (ZTA) tailored for the decentralized system that empowers efficient remote work and collaboration within IoT networks. Using blockchain-based federated learning principles, our proposed…

Cryptography and Security · Computer Science 2024-06-26 Shiva Raj Pokhrel , Luxing Yang , Sutharshan Rajasegarar , Gang Li

Confidential Virtual Machines (CVMs) provide isolation guarantees for data in use, but their threat model does not include physical level protection and side-channel attacks. Therefore, current deployments rely on trusted cloud providers to…

Cryptography and Security · Computer Science 2025-06-19 Filip Rezabek , Jonathan Passerat-Palmbach , Moe Mahhouk , Frieder Erdmann , Andrew Miller

A trusted execution environment (TEE) such as Intel Software Guard Extension (SGX) runs a remote attestation to prove to a data owner the integrity of the initial state of an enclave, including the program to operate on her data. For this…

Cryptography and Security · Computer Science 2020-07-22 Weijie Liu , Wenhao Wang , Xiaofeng Wang , Xiaozhu Meng , Yaosong Lu , Hongbo Chen , Xinyu Wang , Qingtao Shen , Kai Chen , Haixu Tang , Yi Chen , Luyi Xing

Remote attestation is a crucial security service particularly relevant to increasingly popular IoT (and other embedded) devices. It allows a trusted party (verifier) to learn the state of a remote, and potentially malware-infected, device…

Cryptography and Security · Computer Science 2016-08-18 Tigist Abera , N. Asokan , Lucas Davi , Jan-Erik Ekberg , Thomas Nyman , Andrew Paverd , Ahmad-Reza Sadeghi , Gene Tsudik

The emergence of autonomous, high-velocity Agentic AI systems is creating an internal assurance scalability crisis. Point-in-time, document-based audits cannot keep pace with non deterministic behaviour and distributed deployments of agents…

Computers and Society · Computer Science 2026-03-05 Guy Lupo , Bao Quoc Vo , Natania Locke

Confidential computing protects data in use within Trusted Execution Environments (TEEs), but current TEEs provide little support for secure communication between components. As a result, pipelines of independently developed and deployed…

Cryptography and Security · Computer Science 2026-03-10 Amir Al Sadi , Sina Abdollahi , Adrien Ghosn , Hamed Haddadi , Marios Kogias

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,…

Cryptography and Security · Computer Science 2026-04-23 Edoardo Marangone , Eugenio Nerio Nemmi , Daniele Friolo , Giuseppe Ateniese , Ingo Weber , Claudio Di Ciccio

Hardware-based Trusted Execution Environments (TEEs) are becoming increasingly prevalent in cloud computing, forming the basis for confidential computing. However, the security goals of TEEs sometimes conflict with existing cloud…

Cryptography and Security · Computer Science 2022-06-01 Yoshimichi Nakatsuka , Ercan Ozturk , Alex Shamis , Andrew Paverd , Peter Pietzuch

Recent advances in secure hardware technologies, such as Intel SGX or ARM TrustZone, offer an opportunity to substantially reduce the costs of Byzantine fault-tolerance by placing the program code and state within a secure enclave known as…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-24 Sadegh Keshavarzi , Gregory Chockler , Alexey Gotsman

Digital services have been offered through remote systems for decades. The questions of how these systems can be built in a trustworthy manner and how their security properties can be understood are given fresh impetus by recent hardware…

Cryptography and Security · Computer Science 2023-04-18 Kubilay Ahmet Küçük , Andrew Martin

Trusted Execution Environments (TEEs) are used to protect sensitive data and run secure execution for security-critical applications, by providing an environment isolated from the rest of the system. However, over the last few years, TEEs…

Cryptography and Security · Computer Science 2021-07-09 Sérgio Pereira , David Cerdeira , Cristiano Rodrigues , Sandro Pinto

In the rapidly evolving landscape of 5G technology, the adoption of cloud-based infrastructure for the deployment of 5G services has become increasingly common. Using a service-based architecture, critical 5G components, such as the Access…

Cryptography and Security · Computer Science 2025-10-06 Al Nahian Bin Emran , Rajendra Upadhyay , Rajendra Paudyal , Lisa Donnan , Duminda Wijesekera