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Combining Federated Learning (FL) with a Trusted Execution Environment (TEE) is a promising approach for realizing privacy-preserving FL, which has garnered significant academic attention in recent years. Implementing the TEE on the server…

Machine Learning · Computer Science 2023-06-21 Fumiyuki Kato , Yang Cao , Masatoshi Yoshikawa

We propose and implement a Privacy-preserving Federated Learning ($PPFL$) framework for mobile systems to limit privacy leakages in federated learning. Leveraging the widespread presence of Trusted Execution Environments (TEEs) in high-end…

Cryptography and Security · Computer Science 2021-06-30 Fan Mo , Hamed Haddadi , Kleomenis Katevas , Eduard Marin , Diego Perino , Nicolas Kourtellis

Code reuse attacks are still big threats to software and system security. Control flow integrity is a promising technique to defend against such attacks. However, its effectiveness has been weakened due to the inaccurate control flow graph…

Cryptography and Security · Computer Science 2020-10-13 Yutian Yang , Songbo Zhu , Wenbo Shen , Yajin Zhou , Jiadong Sun , Kui Ren

As an emerging technique for confidential computing, trusted execution environment (TEE) receives a lot of attention. To better develop, deploy, and run secure applications on a TEE platform such as Intel's SGX, both academic and industrial…

Cryptography and Security · Computer Science 2021-09-07 Weijie Liu , Hongbo Chen , XiaoFeng Wang , Zhi Li , Danfeng Zhang , Wenhao Wang , Haixu Tang

Modern processors can offer hardware primitives that allow a process to run in isolation. These primitives implement a trusted execution environment (TEE) in which a program can run such that the integrity and confidentiality of its…

Cryptography and Security · Computer Science 2021-05-14 Pedro Antonino , Wojciech Aleksander Wołoszyn , A. W. Roscoe

In recent years, the increasing awareness of cybersecurity has led to a heightened focus on information security within hardware devices and products. Incorporating Trusted Execution Environments (TEEs) into product designs has become a…

Cryptography and Security · Computer Science 2025-07-14 Chun-I Fan , Li-En Chang , Cheng-Han Shie

Context: Today's safety critical systems are increasingly reliant on software. Software becomes responsible for most of the critical functions of systems. Many different safety analysis techniques have been developed to identify hazards of…

Software Engineering · Computer Science 2016-12-02 Asim Abdulkhaleq , Stefan Wagner

In runtime verification, monitoring consists of analyzing the current execution of a system and determining, on the basis of the observed finite trace, whether all its possible continuations satisfy or violate a given specification. This is…

Formal Languages and Automata Theory · Computer Science 2025-11-17 Andrea Brunello , Luca Geatti , Angelo Montanari , Nicola Saccomanno

Trusted Execution Environments (TEEs) are deployed in many CPU designs because of the confidentiality and integrity guarantees they provide. ARM TrustZone is a TEE extensively deployed on smart phones, IoT devices, and notebooks.…

Cryptography and Security · Computer Science 2023-11-17 Haoqi Shan , Sravani Nissankararao , Yujia Liu , Moyao Huang , Shuo Wang , Yier Jin , Dean Sullivan

Trusted Execution Environments (TEEs) have emerged as a cornerstone for securing sensitive computations by providing isolated enclaves protected from untrusted software. However, their security guarantees are undermined by vulnerabilities…

Cryptography and Security · Computer Science 2026-05-07 Saltanat Firdous Allaqband , Deepanjali S , Rohit Srinivas R G , Devashish Gosain , Chester Rebeiro

In contemporary Electronic Design Automation (EDA) tools, security often takes a backseat to the primary goals of power, performance, and area optimization. Commonly, the security analysis is conducted by hand, leading to vulnerabilities in…

Cryptography and Security · Computer Science 2024-02-07 Lennart M. Reimann , Anshul Prashar , Chiara Ghinami , Rebecca Pelke , Dominik Sisejkovic , Farhad Merchant , Rainer Leupers

Trusted Execution Environments (TEEs) on low-power microcontrollers (e.g., ARM TrustZone-M) enable isolation of Secure and Non-Secure software but still require both worlds to share resources, including interrupt controllers. In this model,…

Cryptography and Security · Computer Science 2026-04-29 Antonio Joia Neto , Amarin Laohajirapan , Norrathep Rattanavipanon , Ivan De Oliveira Nunes

Confidential Computing has emerged to address data security challenges in cloud-centric deployments by protecting data in use through hardware-level isolation. However, reliance on a single hardware root of trust (RoT) limits user…

Cryptography and Security · Computer Science 2024-12-13 Ketong Shang , Jiangnan Lin , Yu Qin , Muyan Shen , Hongzhan Ma , Wei Feng , Dengguo Feng

Preventing abuse of web services by bots is an increasingly important problem, as abusive activities grow in both volume and variety. CAPTCHAs are the most common way for thwarting bot activities. However, they are often ineffective against…

Cryptography and Security · Computer Science 2020-07-22 Yoshimichi Nakatsuka , Ercan Ozturk , Andrew Paverd , Gene Tsudik

Trusted Execution Environments (TEEs) have been proposed as a solution to protect code confidentiality in scenarios where computation is outsourced to an untrusted operator. We study the resilience of such solutions to side-channel attacks…

Cryptography and Security · Computer Science 2022-12-16 Ivan Puddu , Moritz Schneider , Daniele Lain , Stefano Boschetto , Srdjan Čapkun

Self-hosted computer-use agents (SHCUAs), such as OpenClaw, combine natural-language interaction with direct access to host-side resources, including browsers, files, scripts, system commands, and external communication channels. While…

Cryptography and Security · Computer Science 2026-05-08 Di Lu , Bo Zhang , Xiyuan Li , Yongzhi Liao , Xuewen Dong , Yulong Shen , Zhiquan Liu , Jianfeng Ma

Trusted Execution Environments (TEEs) protect sensitive code and data from the operating system, hypervisor, or other untrusted software. Different solutions exist, each proposing different features. Abstraction layers aim to unify the…

Cryptography and Security · Computer Science 2025-12-29 Quentin Michaud , Sara Ramezanian , Dhouha Ayed , Olivier Levillain , Joaquin Garcia-Alfaro

We present Airtnt, a novel scheme that enables users with CPUs that support Trusted Execution Environments (TEEs) and remote attestation to rent out computing time on secure enclaves to untrusted users. Airtnt makes use of the attestation…

Cryptography and Security · Computer Science 2018-05-17 Mustafa Al-Bassam , Alberto Sonnino , Michał Król , Ioannis Psaras

Benchmarks are important measures to evaluate safety and compliance of AI models at scale. However, they typically do not offer verifiable results and lack confidentiality for model IP and benchmark datasets. We propose Attestable Audits,…

Artificial Intelligence · Computer Science 2025-07-01 Christoph Schnabl , Daniel Hugenroth , Bill Marino , Alastair R. Beresford

Runtime verification or runtime monitoring equips safety-critical cyber-physical systems to augment design assurance measures and ensure operational safety and security. Cyber-physical systems have interaction failures, attack surfaces, and…

Software Engineering · Computer Science 2022-06-23 Smitha Gautham , Georgios Bakirtzis , Alexander Will , Athira V. Jayakumar , Carl R. Elks