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Computer systems often provide hardware support for isolation mechanisms like privilege levels, virtual memory, or enclaved execution. Over the past years, several successful software-based side-channel attacks have been developed that…

Cryptography and Security · Computer Science 2020-01-30 Matteo Busi , Job Noorman , Jo Van Bulck , Letterio Galletta , Pierpaolo Degano , Jan Tobias Mühlberg , Frank Piessens

Cloud providers are extending support for trusted hardware primitives such as Intel SGX. Simultaneously, the field of deep learning is seeing enormous innovation as well as an increase in adoption. In this paper, we ask a timely question:…

Cryptography and Security · Computer Science 2019-09-06 Karan Grover , Shruti Tople , Shweta Shinde , Ranjita Bhagwan , Ramachandran Ramjee

Modern CPU architectures offer strong isolation guarantees towards user applications in the form of enclaves. For instance, Intel's threat model for SGX assumes fully trusted enclaves, yet there is an ongoing debate on whether this threat…

Cryptography and Security · Computer Science 2019-02-12 Michael Schwarz , Samuel Weiser , Daniel Gruss

With the evolution of computer systems, the amount of sensitive data to be stored as well as the number of threats on these data grow up, making the data confidentiality increasingly important to computer users. Currently, with devices…

Confidential container is becoming increasingly popular as it meets both needs for efficient resource management by cloud providers, and data protection by cloud users. Specifically, confidential containers integrate the container and the…

Cryptography and Security · Computer Science 2024-11-19 Chulmin Lee , Jaewon Hur , Sangho Lee , Byoungyoung Lee

Cloud computing is a ubiquitous solution to handle today's complex computing demands. However, it comes with data privacy concerns, as the cloud service provider has complete access to code and data running on their infrastructure. VM-based…

Cryptography and Security · Computer Science 2024-06-04 Luca Wilke , Gianluca Scopelliti

The Internet of Things (IoT) field has gained much attention from industry and academia, being the main subject for numerous research and development projects. Frequently, the dense amount of generated data from IoT applications is sent to…

Beyond point solutions, the vision of edge computing is to enable web services to deploy their edge functions in a multi-tenant infrastructure present at the edge of mobile networks. However, edge functions can be rendered useless because…

Cryptography and Security · Computer Science 2018-09-25 Ketan Bhardwaj , Ming-Wei Shih , Ada Gavrilovska , Taesoo Kim , Chengyu Song

This is a survey of some of the currently available frameworks (opensource/commercial) in order to run distributed data applications(Hadoop, Spark) on secure enclaves. Intel, AMD, Amazon support secure enclaves on their systems Intel-SGX,…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-18 Srinivasa Rao Aravilli

Trusted Execution Environments, such as Intel SGX, use hardware supports to ensure the confidentiality and integrity of applications against a compromised cloud system. However, side channels like access patterns remain for adversaries to…

Cryptography and Security · Computer Science 2023-08-15 AKM Mubashwir Alam , Justin Boyce , Keke Chen

Large Language Models (LLMs) are increasingly deployed on converged Cloud and High-Performance Computing (HPC) infrastructure. However, as LLMs handle confidential inputs and are fine-tuned on costly, proprietary datasets, their heightened…

Performance · Computer Science 2025-09-24 Marcin Chrapek , Marcin Copik , Etienne Mettaz , Torsten Hoefler

Intel Software Guard Extensions (SGX) local and remote attestation mechanisms enable an enclave to attest its identity (i.e., the enclave measurement, which is the cryptographic hash of its initial code and data) to an enclave. To verify…

Cryptography and Security · Computer Science 2026-03-03 Guoxing Chen , Yinqian Zhang

Protecting sensitive information in data-driven collaborations, such as AI training, while meeting the diverse requirements of multiple mutually distrusted stakeholders, is both crucial and challenging. This paper presents Styx, a novel…

Cryptography and Security · Computer Science 2026-04-07 Shixuan Zhao , Weicheng Wang , Ninghui Li , Zhiqiang Lin

The exploitation of user search queries by search engines is at the heart of their economic model. As consequence, offering private Web search functionalities is essential to the users who care about their privacy. Nowadays, there exists no…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-07 Sonia Ben Mokhtar , Antoine Boutet , Pascal Felber , Marcelo Pasin , Rafael Pires , Valerio Schiavoni

Enclaves, such as those enabled by Intel SGX, offer a hardware primitive for shielding user-level applications from the OS. While enclaves are a useful starting point, code running in the enclave requires additional checks whenever control…

Cryptography and Security · Computer Science 2021-03-30 Jinhua Cui , Shweta Shinde , Satyaki Sen , Prateek Saxena , Pinghai Yuan

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

New trusted computing primitives such as Intel SGX have shown the feasibility of running user-level applications in enclaves on a commodity trusted processor without trusting a large OS. However, the OS can still compromise the integrity of…

Cryptography and Security · Computer Science 2019-09-23 Shweta Shinde , Shengyi Wang , Pinghai Yuan , Aquinas Hobor , Abhik Roychoudhury , Prateek Saxena

Encrypted database systems provide a great method for protecting sensitive data in untrusted infrastructures. These systems are built using either special-purpose cryptographic algorithms that support operations over encrypted data, or by…

Cryptography and Security · Computer Science 2019-04-23 Alexey Gribov , Dhinakaran Vinayagamurthy , Sergey Gorbunov

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

FPGAs are now used in public clouds to accelerate a wide range of applications, including many that operate on sensitive data such as financial and medical records. We present ShEF, a trusted execution environment (TEE) for cloud-based…

Cryptography and Security · Computer Science 2022-01-31 Mark Zhao , Mingyu Gao , Christos Kozyrakis
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