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Trusted Execution Environments (TEEs) isolate a special space within a device memory that is not accessible to the normal world (also known as the untrusted environment), even when the device is compromised. Therefore, developers can…

Cryptography and Security · Computer Science 2026-03-06 Ruidong Han , Zhou Yang , Chengyan Ma , Ye Liu , Yuqing Niu , Siqi Ma , Debin Gao , David Lo

This paper considers a federated learning system composed of a central coordinating server and multiple distributed local workers, all having access to trusted execution environments (TEEs). In order to ensure that the untrusted workers…

Cryptography and Security · Computer Science 2021-11-05 Wensheng Zhang , Trent Muhr

To safeguard user data privacy, on-device inference has emerged as a prominent paradigm on mobile and Internet of Things (IoT) devices. This paradigm involves deploying a model provided by a third party on local devices to perform inference…

Cryptography and Security · Computer Science 2025-05-30 Tong Sun , Bowen Jiang , Hailong Lin , Borui Li , Yixiao Teng , Yi Gao , Wei Dong

Federated Learning (FL) is a distributed machine learning approach that has emerged as an effective way to address recent privacy concerns. However, FL introduces the need for additional security measures as FL alone is still subject to…

Cryptography and Security · Computer Science 2025-01-22 Bruno Casella

As machine learning (ML) has seen increasing adoption in safety-critical domains (e.g., autonomous vehicles), the reliability of ML systems has also grown in importance. While prior studies have proposed techniques to enable efficient…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-07 Zitao Chen , Niranjhana Narayanan , Bo Fang , Guanpeng Li , Karthik Pattabiraman , Nathan DeBardeleben

Safety-critical designs need to ensure reliable operations under hostile conditions with a certain degree of confidence. The continuously higher complexity of these designs makes them more susceptible to the risk of failure. ISO26262…

Software Engineering · Computer Science 2022-04-29 Endri Kaja , Nicolas Gerlin , Luis Rivas , Monideep Bora , Keerthikumara Devarajegowda , Wolfgang Ecker

As an essential technology underpinning trusted computing, the trusted execution environment (TEE) allows one to launch computation tasks on both on- and off-premises data while assuring confidentiality and integrity. This article provides…

Cryptography and Security · Computer Science 2023-02-24 Xiaoguo Li , Bowen Zhao , Guomin Yang , Tao Xiang , Jian Weng , Robert H. Deng

Programmable logic controllers (PLCs) are crucial devices for implementing automated control in various industrial control systems (ICS), such as smart power grids, water treatment systems, manufacturing, and transportation systems. Owing…

Cryptography and Security · Computer Science 2024-03-11 Zhiang Li , Daisuke Mashima , Wen Shei Ong , Ertem Esiner , Zbigniew Kalbarczyk , Ee-Chien Chang

The Unified Extensible Firmware Interface (UEFI) is a linchpin of modern computing systems, governing secure system initialization and booting. This paper is urgently needed because of the surge in UEFI-related attacks and vulnerabilities…

Cryptography and Security · Computer Science 2023-11-08 Priyanka Prakash Surve , Oleg Brodt , Mark Yampolskiy , Yuval Elovici , Asaf Shabtai

Over the last decade, the number of cyberattacks targeting power systems and causing physical and economic damages has increased rapidly. Among them, False Data Injection Attacks (FDIAs) is a class of cyberattacks against power grid…

Systems and Control · Electrical Eng. & Systems 2020-08-18 Ali Sayghe , Yaodan Hu , Ioannis Zografopoulos , XiaoRui Liu , Raj Gautam Dutta , Yier Jin , Charalambos Konstantinou

Today, Deep Learning (DL) enhances almost every industrial sector, including safety-critical areas. The next generation of safety standards will define appropriate verification techniques for DL-based applications and propose adequate fault…

Machine Learning · Computer Science 2020-12-15 Michael Beyer , Andrey Morozov , Emil Valiev , Christoph Schorn , Lydia Gauerhof , Kai Ding , Klaus Janschek

With the increasing popularity of Internet of Things (IoT) devices, securing sensitive user data has emerged as a major challenge. These devices often collect confidential information, such as audio and visual data, through peripheral…

Cryptography and Security · Computer Science 2023-12-21 Peterson Yuhala , Jämes Ménétrey , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

Fault injection attacks (FIA) pose significant security threats to embedded systems as they exploit weaknesses across multiple layers, including system software, instruction set architecture (ISA), microarchitecture, and physical hardware.…

Cryptography and Security · Computer Science 2025-10-24 Arsalan Ali Malik , Harshvadan Mihir , Aydin Aysu

Recent work has revealed MOLE, the first practical attack to compromise GPU Trusted Execution Environments (TEEs), by injecting malicious firmware into the embedded Microcontroller Unit (MCU) of Arm Mali GPUs. By exploiting the absence of…

Cryptography and Security · Computer Science 2025-10-28 Md. Mehedi Hasan

Trusted Execution Environments (TEEs) have become a cornerstone of confidential computing, attracting significant attention from academia and industry. To support secure and scalable application deployment on confidential clouds, TEE…

Cryptography and Security · Computer Science 2026-04-21 Weijie Liu , Hongbo Chen , Shuo Huai , Zhen Xu , Wenhao Wang , XiaoFeng Wang , Danfeng Zhang , Zhi Li , Haixu Tang , Zheli Liu

Federated Learning (FL) opens new perspectives for training machine learning models while keeping personal data on the users premises. Specifically, in FL, models are trained on the users devices and only model updates (i.e., gradients) are…

Cryptography and Security · Computer Science 2022-10-18 Aghiles Ait Messaoud , Sonia Ben Mokhtar , Vlad Nitu , Valerio Schiavoni

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

The rapid growth of interest in quantum computing has brought about the need to secure these powerful machines against a range of physical attacks. As qubit counts increase and quantum computers achieve higher levels of fidelity, their…

Cryptography and Security · Computer Science 2023-09-12 Chuanqi Xu , Ferhat Erata , Jakub Szefer

Fault Injection is the study of observing how systems behave under unusual stress, environmental or otherwise. In practice, fault injection involves testing the limits of computer systems and finding novel ways to potentially break…

Cryptography and Security · Computer Science 2025-09-24 Christopher Simon Liu , Fan Wang , Patrick Gould , Carter Yagemann

Fault injection (FI) is a powerful attack methodology allowing an adversary to entirely break the security of a target device. As finite-state machines (FSMs) are fundamental hardware building blocks responsible for controlling systems,…

Cryptography and Security · Computer Science 2022-08-03 Pascal Nasahl , Martin Unterguggenberger , Rishub Nagpal , Robert Schilling , David Schrammel , Stefan Mangard