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Distributed computing frameworks such as MapReduce have become essential for large-scale data processing by decomposing tasks across multiple nodes. The multi-access distributed computing (MADC) model further advances this paradigm by…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-10 Shanuja Sasi

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

Intel's Software Guard Extensions (SGX) introduced new instructions to switch the processor to enclave mode which protects it from introspection. While the enclave mode strongly protects the memory and the state of the processor, it cannot…

Cryptography and Security · Computer Science 2020-07-17 Tobias Cloosters , Michael Rodler , Lucas Davi

With the ease-of-programming, flexibility and yet efficiency, MapReduce has become one of the most popular frameworks for building big-data applications. MapReduce was originally designed for distributed-computing, and has been extended to…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-09-03 Mian Lu , Lei Zhang , Huynh Phung Huynh , Zhongliang Ong , Yun Liang , Bingsheng He , Rick Siow Mong Goh , Richard Huynh

The map-reduce parallel programming model has become extremely popular in the big data community. Many big data workloads can benefit from the enhanced performance offered by supercomputers. LLMapReduce provides the familiar map-reduce…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-12-13 Chansup Byun , Jeremy Kepner , William Arcand , David Bestor , Bill Bergeron , Vijay Gadepally , Matthew Hubbell , Peter Michaleas , Julie Mullen , Andrew Prout , Antonio Rosa , Charles Yee , Albert Reuther

Application size and complexity are the underlying cause of numerous security vulnerabilities in code. In order to mitigate the risks arising from such vulnerabilities, various techniques have been proposed to isolate the execution of…

Cryptography and Security · Computer Science 2017-06-12 Ahmad Atamli-Reineh , Andrew Martin

The kernel $k$-means is an effective method for data clustering which extends the commonly-used $k$-means algorithm to work on a similarity matrix over complex data structures. The kernel $k$-means algorithm is however computationally very…

Machine Learning · Computer Science 2014-01-30 Ahmed Elgohary , Ahmed K. Farahat , Mohamed S. Kamel , Fakhri Karray

The advent of edge computing has enabled resource-constrained clients to delegate intensive computational tasks to distributed edge servers, especially within Internet of Things (IoT) environments. Among such tasks, Matrix Determinant…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-22 Prajwal Panth

Application security traditionally strongly relies upon security of the underlying operating system. However, operating systems often fall victim to software attacks, compromising security of applications as well. To overcome this…

Cryptography and Security · Computer Science 2017-01-05 Samuel Weiser , Mario Werner

Since its debut, SGX has been used in many applications, e.g., secure data processing. However, previous systems usually assume a trusted enclave and ignore the security issues caused by an untrusted enclave. For instance, a vulnerable (or…

Cryptography and Security · Computer Science 2020-10-26 Yuan Chen , Jiaqi Li , Guorui Xu , Yajin Zhou , Zhi Wang , Cong Wang , Kui Ren

Trusted Execution Environments (TEEs), such as Intel's Software Guard Extensions (SGX), are increasingly being adopted to address trust and compliance issues in the public cloud. Intel SGX's second generation (SGXv2) addresses many…

Databases · Computer Science 2025-01-24 Adrian Lutsch , Muhammad El-Hindi , Matthias Heinrich , Daniel Ritter , Zsolt István , Carsten Binnig

Contact tracing is paramount to fighting the pandemic but it comes with legitimate privacy concerns. This paper proposes a system enabling both, contact tracing and data privacy. We propose the use of the Intel SGX trusted execution…

Computers and Society · Computer Science 2020-06-26 David Sturzenegger , Aetienne Sardon , Stefan Deml , Thomas Hardjono

Since its introduction in 2004, the MapReduce framework has become one of the standard approaches in massive distributed and parallel computation. In contrast to its intensive use in practise, theoretical footing is still limited and only…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-12-19 Gero Greiner , Riko Jacob

Trusted execution environments (TEE) such as Intel's Software Guard Extension (SGX) have been widely studied to boost security and privacy protection for the computation of sensitive data such as human genomics. However, a performance…

Cryptography and Security · Computer Science 2021-07-28 Chathura Widanage , Weijie Liu , Jiayu Li , Hongbo Chen , XiaoFeng Wang , Haixu Tang , Judy Fox

Intel Software Guard Extensions (SGX) provides a trusted execution environment (TEE) to run code and operate sensitive data. SGX provides runtime hardware protection where both code and data are protected even if other code components are…

Cryptography and Security · Computer Science 2020-06-25 Alexander Nilsson , Pegah Nikbakht Bideh , Joakim Brorsson

MapReduce, the popular programming paradigm for large-scale data processing, has traditionally been deployed over tightly-coupled clusters where the data is already locally available. The assumption that the data and compute resources are…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-07-31 Benjamin Heintz , Abhishek Chandra , Ramesh K. Sitaraman

A protocol for two-party secure function evaluation (2P-SFE) aims to allow the parties to learn the output of function $f$ of their private inputs, while leaking nothing more. In a sense, such a protocol realizes a trusted oracle that…

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

Trusted execution environments (TEEs) are an integral part of modern secure processors. They ensure that their application and code pages are confidential, tamper proof and immune to diverse types of attacks. In 2021, Intel suddenly…

Cryptography and Security · Computer Science 2024-07-19 Ani Sunny , Nivedita Shrivastava , Smruti R. Sarangi

Malware attacks are a significant part of the new software security threats detected each year. Intel Software Guard Extensions (SGX) are a set of hardware instructions introduced by Intel in their recent lines of processors that are…

Cryptography and Security · Computer Science 2020-09-24 Vlad Crăciun , Pascal Felber , Andrei Mogage , Emanuel Onica , Rafael Pires