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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

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

The second version of Intel Software Guard Extensions (Intel SGX), or SGX2, adds dynamic management of enclave memory and threads. The first version required the address space and thread counts to be fixed before execution. The Enclave…

Trusted Execution Environments (TEEs) protect confidentiality and integrity of trusted applications by creating an isolated environment for executing code. Prior work has shown that users may feel more comfortable sharing data when they…

Human-Computer Interaction · Computer Science 2026-05-27 McKenna McCall , Carolina Carreira , Miguel Flores , Lorrie Faith Cranor

Trusted execution environments (TEEs) are being used in all the devices from embedded sensors to cloud servers and encompass a range of cost, power constraints, and security threat model choices. On the other hand, each of the current…

Cryptography and Security · Computer Science 2019-09-10 Dayeol Lee , David Kohlbrenner , Shweta Shinde , Dawn Song , Krste Asanović

Leveraging parallel hardware (e.g. GPUs) for deep neural network (DNN) training brings high computing performance. However, it raises data privacy concerns as GPUs lack a trusted environment to protect the data. Trusted execution…

Cryptography and Security · Computer Science 2022-06-20 Yue Niu , Ramy E. Ali , Salman Avestimehr

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

Modern computer systems tend to rely on large trusted computing bases (TCBs) for operations. To address the TCB bloating problem, hardware vendors have developed mechanisms to enable or facilitate the creation of a trusted execution…

Cryptography and Security · Computer Science 2023-01-02 Rabimba Karanjai , Lei Xu , Lin Chen , Fengwei Zhang , Zhimin Gao , Weidong Shi

Recent years have witnessed a trend of secure processor design in both academia and industry. Secure processors with hardware-enforced isolation can be a solid foundation of cloud computation in the future. However, due to recent…

Cryptography and Security · Computer Science 2022-01-07 Deniz Gurevin , Chenglu Jin , Phuong Ha Nguyen , Omer Khan , Marten van Dijk

Isolation is a long-standing challenge of software security. Traditional privilege rings and virtual memory are more and more augmented with concepts such as capabilities, protection keys, and powerful enclaves. At the same time, we are…

Cryptography and Security · Computer Science 2021-05-10 Stefan Steinegger , David Schrammel , Samuel Weiser , Pascal Nasahl , Stefan Mangard

We explore the use of SGX enclaves as a means to improve the security of handling keys and data in storage systems. We study two main configurations for SGX computations, as they apply to performing data-at-rest encryption in a storage…

Cryptography and Security · Computer Science 2018-06-29 Danny Harnik , Eliad Tsfadia , Doron Chen , Ronen Kat

Process-based confidential computing enclaves such as Intel SGX can be used to protect the confidentiality and integrity of workloads, without the overhead of virtualisation. However, they introduce a notable performance overhead,…

Cryptography and Security · Computer Science 2021-12-15 Jakob Svenningsson , Nicolae Paladi , Arash Vahidi

Web3 applications require execution platforms that maintain confidentiality and integrity without relying on centralized trust authorities. While Trusted Execution Environments (TEEs) offer promising capabilities for confidential computing,…

Cryptography and Security · Computer Science 2025-09-16 Shunfan Zhou , Kevin Wang , Hang Yin

Speculative execution techniques have been a cornerstone of modern processors to improve instruction-level parallelism. However, recent studies showed that this kind of techniques could be exploited by attackers to leak secret data via…

Cryptography and Security · Computer Science 2021-07-20 Bowen Tang , Chenggang Wu , Zhe Wang , Lichen Jia , Pen-Chung Yew , Yueqiang Cheng , Yinqian Zhang , Chenxi Wang , Guoqing Harry Xu

Memory disaggregation via CXL enables multi-host resource sharing. However, existing CXL sharing mechanisms enforce coarse-grained, host-level permissions only, leaving isolation to the operating system. Today, virtual memory enables…

Hardware Architecture · Computer Science 2026-05-29 Kaustav Goswami , Sean Peisert , Venkatesh Akella , Jason Lowe-Power

Edge intelligence enables resource-demanding Deep Neural Network (DNN) inference without transferring original data, addressing concerns about data privacy in consumer Internet of Things (IoT) devices. For privacy-sensitive applications,…

Cryptography and Security · Computer Science 2024-03-20 Xueshuo Xie , Haoxu Wang , Zhaolong Jian , Tao Li , Wei Wang , Zhiwei Xu , Guiling Wang

A promising approach for designing critical embedded systems is based on virtualization technologies and multi-core platforms. These enable the deployment of both real-time and general-purpose systems with different criticalities in a…

Software Engineering · Computer Science 2019-09-23 Luigi De Simone , Giovanni Mazzeo

Data confidentiality is an important requirement for clients when outsourcing databases to the cloud. Trusted execution environments, such as Intel SGX, offer an efficient, hardware-based solution to this cryptographic problem. Existing…

Cryptography and Security · Computer Science 2020-02-13 Benny Fuhry , Jayanth Jain H A , Florian Kerschbaum

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

Being a crucial part of networked systems, packet classification has to be highly efficient; however, software switches in cloud environments still face performance challenges. The recently proposed Tuple Space Explosion (TSE) attack…

Cryptography and Security · Computer Science 2020-11-19 Levente Csikor , Vipul Ujawane , Dinil Mon Divakaran