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Although cloud computing offers many advantages with regards to adaption of resources, we witness either a strong resistance or a very slow adoption to those new offerings. One reason for the resistance is that (i) many technologies such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-19 André Martin , Andrey Britoy , Christof Fetzer

While the security of the cloud remains a concern, a common practice is to encrypt data before outsourcing them for utilization. One key challenging issue is how to efficiently perform queries over the ciphertext. Conventional crypto-based…

Cryptography and Security · Computer Science 2019-12-19 Yaxing Chen , Qinghua Zheng , Dan Liu , Zheng Yan , Wenhai Sun , Ning Zhang , Wenjing Lou , Y. Thomas Hou

With the proliferation of Trusted Execution Environments (TEEs) such as Intel SGX, a number of cloud providers will soon introduce TEE capabilities within their offering (e.g., Microsoft Azure). Although the integration of SGX within the…

Cryptography and Security · Computer Science 2018-09-14 Claudio Soriente , Ghassan Karame , Wenting Li , Sergey Fedorov

The increasing adoption of Large Language Models (LLMs) in cloud environments raises critical security concerns, particularly regarding model confidentiality and data privacy. Confidential computing, enabled by Trusted Execution…

Performance · Computer Science 2025-02-18 Ben Dong , Qian Wang

Hardware-enclaves that target complex CPU designs compromise both security and performance. Programs have little control over micro-architecture, which leads to side-channel leaks, and then have to be transformed to have worst-case control-…

Cryptography and Security · Computer Science 2020-07-16 Sarbartha Banerjee , Prakash Ramrakhyani , Shijia Wei , Mohit Tiwari

We present IPU Trusted Extensions (ITX), a set of experimental hardware extensions that enable trusted execution environments in Graphcore's AI accelerators. ITX enables the execution of AI workloads with strong confidentiality and…

Trusted Execution Environments (TEEs), such as Intel SGX and ARM TrustZone, provide isolated regions of CPU and memory for secure computation and are increasingly used to protect sensitive data and code across diverse application domains.…

Software Engineering · Computer Science 2026-01-21 Yuqing Niu , Jieke Shi , Ruidong Han , Ye Liu , Chengyan Ma , Yunbo Lyu , David Lo

Scientific computing sometimes involves computation on sensitive data. Depending on the data and the execution environment, the HPC (high-performance computing) user or data provider may require confidentiality and/or integrity guarantees.…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-27 Ayaz Akram , Anna Giannakou , Venkatesh Akella , Jason Lowe-Power , Sean Peisert

Hardware support for trusted execution in modern CPUs enables tenants to shield their data processing workloads in otherwise untrusted cloud environments. Runtime systems for the trusted execution must rely on an interface to the untrusted…

Operating Systems · Computer Science 2020-01-22 Christian Priebe , Divya Muthukumaran , Joshua Lind , Huanzhou Zhu , Shujie Cui , Vasily A. Sartakov , Peter Pietzuch

Trusted execution environments like Intel SGX provide \emph{enclaves}, which offer strong security guarantees for applications. Running entire applications inside enclaves is possible, but this approach leads to a large trusted computing…

Cryptography and Security · Computer Science 2023-12-21 Peterson Yuhala , Pascal Felber , Hugo Guiroux , Jean-Pierre Lozi , Alain Tchana , Valerio Schiavoni , Gaël Thomas

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

MapReduce is a programming model used extensively for parallel data processing in distributed environments. A wide range of algorithms were implemented using MapReduce, from simple tasks like sorting and searching up to complex clustering…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-17 Rafael Pires , Daniel Gavril , Pascal Felber , Emanuel Onica , Marcelo Pasin

Many applications benefit from computations over the data of multiple users while preserving confidentiality. We present a solution where multiple mutually distrusting users' data can be aggregated with an acceptable overhead, while…

Cryptography and Security · Computer Science 2024-10-15 Marcus Birgersson , Cyrille Artho , Musard Balliu

A trusted execution environment (TEE) such as Intel Software Guard Extension (SGX) runs a remote attestation to prove to a data owner the integrity of the initial state of an enclave, including the program to operate on her data. For this…

Cryptography and Security · Computer Science 2020-07-22 Weijie Liu , Wenhao Wang , Xiaofeng Wang , Xiaozhu Meng , Yaosong Lu , Hongbo Chen , Xinyu Wang , Qingtao Shen , Kai Chen , Haixu Tang , Yi Chen , Luyi Xing

We introduce a new timing side-channel attack on Intel CPU processors. Our Frontal attack exploits timing differences that arise from how the CPU frontend fetches and processes instructions while being interrupted. In particular, we observe…

Cryptography and Security · Computer Science 2021-06-08 Ivan Puddu , Moritz Schneider , Miro Haller , Srdjan Čapkun

Stream processing systems are important in modern applications in which data arrive continuously and need to be processed in real time. Because of their resource and scalability requirements, many of these systems run on the cloud, which is…

Cryptography and Security · Computer Science 2025-10-16 Hung Pham , Viet Vo , Tien Tuan Anh Dinh , Duc Tran , Shuhao Zhang

The growing adoption of IoT devices in our daily life is engendering a data deluge, mostly private information that needs careful maintenance and secure storage system to ensure data integrity and protection. Also, the prodigious IoT…

Cryptography and Security · Computer Science 2020-08-13 Md Shihabul Islam , Mustafa Safa Ozdayi , Latifur Khan , Murat Kantarcioglu

Intel Software Guard Extension (SGX) offers software applications enclave to protect their confidentiality and integrity from malicious operating systems. The SSL/TLS protocol, which is the de facto standard for protecting transport-layer…

Cryptography and Security · Computer Science 2017-09-28 Yuan Xiao , Mengyuan Li , Sanchuan Chen , Yinqian Zhang

Intel Trust Domain Extensions (TDX) is a new architectural extension in the 4th Generation Intel Xeon Scalable Processor that supports confidential computing. TDX allows the deployment of virtual machines in the Secure-Arbitration Mode…

Cryptography and Security · Computer Science 2023-03-29 Pau-Chen Cheng , Wojciech Ozga , Enriquillo Valdez , Salman Ahmed , Zhongshu Gu , Hani Jamjoom , Hubertus Franke , James Bottomley

Intel SGX provisions shielded executions for security-sensitive computation, but lacks support for trusted system services (TSS), such as clock, network and filesystem. This makes \textit{enclaves} vulnerable to Iago…

Cryptography and Security · Computer Science 2021-03-01 Hongliang Liang , Mingyu Li , Qiong Zhang , Yue Yu , Lin Jiang , Yixiu Chen