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Confidential computing is a security paradigm that enables the protection of confidential code and data in a co-tenanted cloud deployment using specialized hardware isolation units called Trusted Execution Environments (TEEs). By…

Cryptography and Security · Computer Science 2024-01-18 Abhiroop Sarkar , Alejandro Russo

Byzantine fault tolerant protocols enable state replication in the presence of crashed, malfunctioning, or actively malicious processes. Designing such protocols without the assistance of verification tools, however, is remarkably…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-23 Joel Wanner , Laurent Chuat , Adrian Perrig

Due to the use of commodity software and hardware, crash-stop and Byzantine failures are likely to be more prevalent in today's large-scale distributed storage systems. Regenerating codes have been shown to be a more efficient way to…

Information Theory · Computer Science 2011-08-22 Yunghsiang S. Han , Rong Zheng , Wai Ho Mow

As Machine Learning (ML) gets applied to security-critical or sensitive domains, there is a growing need for integrity and privacy for outsourced ML computations. A pragmatic solution comes from Trusted Execution Environments (TEEs), which…

Machine Learning · Statistics 2019-02-28 Florian Tramèr , Dan Boneh

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

Strong replica consistency is often achieved by writing deterministic applications, or by using a variety of mechanisms to render replicas deterministic. There exists a large body of work on how to render replicas deterministic under the…

Distributed, Parallel, and Cluster Computing · Computer Science 2008-03-12 Wenbing Zhao

This study identifies and proposes techniques to alleviate two key bottlenecks to executing deep neural networks in trusted execution environments (TEEs): page thrashing during the execution of convolutional layers and the decryption of…

Cryptography and Security · Computer Science 2021-10-01 Jean-Baptiste Truong , William Gallagher , Tian Guo , Robert J. Walls

Foundation Models (FMs) display exceptional performance in tasks such as natural language processing and are being applied across a growing range of disciplines. Although typically trained on large public datasets, FMs are often fine-tuned…

Cryptography and Security · Computer Science 2024-10-10 Marcin Chrapek , Anjo Vahldiek-Oberwagner , Marcin Spoczynski , Scott Constable , Mona Vij , Torsten Hoefler

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

While TrustZone can isolate IO hardware, it lacks drivers for modern IO devices. Rather than porting drivers, we propose a novel approach to deriving minimum viable drivers: developers exercise a full driver and record the driver/device…

Operating Systems · Computer Science 2022-03-16 Liwei Guo , Felix Xiaozhu Lin

Attestation is a fundamental building block to establish trust over software systems. When used in conjunction with trusted execution environments, it guarantees the genuineness of the code executed against powerful attackers and threats,…

Cryptography and Security · Computer Science 2022-09-26 Jämes Ménétrey , Christian Göttel , Anum Khurshid , Marcelo Pasin , Pascal Felber , Valerio Schiavoni , Shahid Raza

Cloud service providers are adopting Trusted Execution Environments (TEEs) to provide hardware-guaranteed security to applications running on remote, untrusted data centers. However, migrating such applications still relies on the…

Cryptography and Security · Computer Science 2026-01-21 Sandeep Kumar , Abhisek Panda , Smruti R. Sarangi

The deployment of large language models (LLMs) on third-party devices requires new ways to protect model intellectual property. While Trusted Execution Environments (TEEs) offer a promising solution, their performance limits can lead to a…

Cryptography and Security · Computer Science 2026-02-12 Abhishek Saini , Haolin Jiang , Hang Liu

In an era where we can not afford to checkpoint frequently, replication is a generic way forward to construct numerical simulations that can continue to run even if hardware parts fail. Yet, replication often is not employed on larger…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-02 Philipp Samfass , Tobias Weinzierl , Benjamin Hazelwood , Michael Bader

Trusted Execution Environments (TEEs) allow the secure execution of code on remote systems without the need to trust their operators. They use static attestation as a central mechanism for establishing trust, allowing remote parties to…

Cryptography and Security · Computer Science 2026-04-01 Claudius Pott , Luca Wilke , Jan Wichelmann , Thomas Eisenbarth

Trusted Execution Environment (TEE) enhances the security of mobile applications and cloud services by isolating sensitive code in the secure world from the non-secure normal world. However, TEE applications are still confronted with…

Cryptography and Security · Computer Science 2025-07-11 Chengyan Ma , Ruidong Han , Jieke Shi , Ye Liu , Yuqing Niu , Di Lu , Chuang Tian , Jianfeng Ma , Debin Gao , David Lo

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

Trusted Execution Environments (TEEs) such as ARM TrustZone are widely used in IoT and embedded devices to protect sensitive code and data. However, most existing defenses focus on secure boot or REE-side monitoring and provide little…

Cryptography and Security · Computer Science 2025-12-09 Jingkai Mao , Xiaolin Chang

Distributed ledgers are increasingly relied upon by industry to provide trustworthy accountability, strong integrity protection, and high availability for critical data without centralizing trust. Recently, distributed append-only logs are…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-06 Shubham Mishra , João Gonçalves , Chawinphat Tankuranand , Neil Giridharan , Natacha Crooks , Heidi Howard , Chris Jensen

Novel hardware-aided trusted execution environments, as provided by Intel's Software Guard Extensions (SGX), enable to execute applications in a secure context that enforces confidentiality and integrity of the application state even when…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-06-20 Marcus Brandenburger , Christian Cachin , Matthias Lorenz , Rüdiger Kapitza
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