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Many safety-critical systems require timely processing of sensor inputs to avoid potential safety hazards. Additionally, to support useful application features, such systems increasingly have a large rich operating system (OS) at the cost…

Cryptography and Security · Computer Science 2026-02-04 Richard Habeeb , Man-Ki Yoon , Hao Chen , Zhong Shao

Trusted Execution Environments (TEEs) provide hardware-enforced isolation that protects sensitive code and data from untrusted software. Despite their strong security guarantees, analyzing TEE applications remains challenging due to the…

Software Engineering · Computer Science 2026-05-22 Chengyan Ma , Jieke Shi , Ruidong Han , Ye Liu , Yuqing Niu , David Lo

We present a holistic design for GPU-accelerated computation in TrustZone TEE. Without pulling the complex GPU software stack into the TEE, we follow a simple approach: record the CPU/GPU interactions ahead of time, and replay the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-08 Heejin Park , Felix Xiaozhu Lin

Enclaves have emerged as a particularly compelling primitive to implement trusted execution environments: strongly isolated sensitive user-mode processes in a largely untrusted software environment. While the threat models employed by…

Cryptography and Security · Computer Science 2018-12-31 Ilia Lebedev , Kyle Hogan , Jules Drean , David Kohlbrenner , Dayeol Lee , Krste Asanović , Dawn Song , Srinivas Devadas

This paper presents C8s, a confidential computing architecture for Kubernetes that provides cryptographically rooted confidentiality, integrity, and verifiability guarantees for Kubernetes clusters from infrastructure operators. These…

Cryptography and Security · Computer Science 2026-05-01 Amean Asad , Patrick McClurg , João Andrade

Machine-learning (ML) models are increasingly being deployed on edge devices to provide a variety of services. However, their deployment is accompanied by challenges in model privacy and auditability. Model providers want to ensure that (i)…

Cryptography and Security · Computer Science 2024-04-02 Sandra Siby , Sina Abdollahi , Mohammad Maheri , Marios Kogias , Hamed Haddadi

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

Intel(r) Software Guard Extensions (SGX) was originally released on client platforms and later extended to single socket server platforms. As developers have become familiar with the capabilities of the technology, the applicability of this…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-14 Simon Johnson , Raghunandan Makaram , Amy Santoni , Vinnie Scarlata

Over the past few years, several research groups have introduced innovative hardware designs for Trusted Execution Environments (TEEs), aiming to secure applications against potentially compromised privileged software, including the kernel.…

Cryptography and Security · Computer Science 2024-10-07 Gwenn Le Gonidec , Maria Méndez Real , Guillaume Bouffard , Jean-Christophe Prévotet

Cloud file systems offer organizations a scalable and reliable file storage solution. However, cloud file systems have become prime targets for adversaries, and traditional designs are not equipped to protect organizations against the…

Cryptography and Security · Computer Science 2024-10-04 Quinn Burke , Yohan Beugin , Blaine Hoak , Rachel King , Eric Pauley , Ryan Sheatsley , Mingli Yu , Ting He , Thomas La Porta , Patrick McDaniel

In cross-device private federated learning, differentially private follow-the-regularized-leader (DP-FTRL) has emerged as a promising privacy-preserving method. However, existing approaches assume a semi-honest server and have not addressed…

Machine Learning · Computer Science 2025-09-12 Shun Takagi , Satoshi Hasegawa

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

Trusted Execution Environments (TEEs) are critical components of modern secure computing, providing isolated zones in processors to safeguard sensitive data and execute secure operations. Despite their importance, TEEs are increasingly…

Cryptography and Security · Computer Science 2024-11-25 Aaron Joy , Ben Soh , Zhi Zhang , Sri Parameswaran , Darshana Jayasinghe

In TrustZone-assisted TEEs, the trusted OS has unrestricted access to both secure and normal world memory. Unfortunately, this architectural limitation has opened an aisle of exploration for attackers, which have demonstrated how to…

Cryptography and Security · Computer Science 2022-03-03 David Cerdeira , José Martins , Nuno Santos , Sandro Pinto

We aim to provide trusted time measurement mechanisms to applications and cloud infrastructure deployed in environments that could harbor potential adversaries, including the hardware infrastructure provider. Despite Trusted Execution…

Cryptography and Security · Computer Science 2024-02-27 Gabriel P. Fernandez , Andrey Brito , Christof Fetzer

Confidential computing (CC) or trusted execution enclaves (TEEs) is now the most common approach to enable secure computing in the cloud. The recent introduction of GPU TEEs by NVIDIA enables machine learning (ML) models to be trained…

Cryptography and Security · Computer Science 2025-08-15 Jonghyun Lee , Yongqin Wang , Rachit Rajat , Murali Annavaram

Blockchains face inherent limitations when communicating outside their own ecosystem, largely due to the Byzantine Fault Tolerant (BFT) 3f+1 security model. Trusted Execution Environments (TEEs) are a promising mitigation because they allow…

Theoretical Economics · Economics 2025-11-06 Alex Shamis , Matt Stephenson , Linfeng Zhou

Blockchain systems are designed, built and operated in the presence of failures. There are two dominant failure models, namely crash fault and Byzantine fault. Byzantine fault tolerance (BFT) protocols offer stronger security guarantees,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-04 Mingyuan Gao , Hung Dang , Ee-Chien Chang , Jialin Li

Trusted Execution Environments (TEEs) allow user processes to create enclaves that protect security-sensitive computation against access from the OS kernel and the hypervisor. Recent work has shown that TEEs are vulnerable to side-channel…

Cryptography and Security · Computer Science 2023-12-20 Shujie Cui , Haohua Li , Yuanhong Li , Zhi Zhang , Lluís Vilanova , Peter Pietzuch

It has been a long standing problem to securely outsource computation tasks to an untrusted party with integrity and confidentiality guarantees. While fully homomorphic encryption (FHE) is a promising technique that allows computations…

Cryptography and Security · Computer Science 2019-05-21 Wenhao Wang , Yichen Jiang , Qintao Shen , Weihao Huang , Hao Chen , Shuang Wang , XiaoFeng Wang , Haixu Tang , Kai Chen , Kristin Lauter , Dongdai Lin
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