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Encrypting data before sending it to the cloud protects it against hackers and malicious insiders, but requires the cloud to compute on encrypted data. Trusted (hardware) modules, e.g., secure enclaves like Intel's SGX, can very efficiently…

Cryptography and Security · Computer Science 2017-10-03 Andreas Fischer , Benny Fuhry , Florian Kerschbaum , Eric Bodden

With the development of sensor network, mobile computing, and web applications, data are now collected from many distributed sources to form big datasets. Such datasets can be hosted in the cloud to achieve economical processing. However,…

Cryptography and Security · Computer Science 2013-02-25 James Powers , Keke Chen

Cloud file systems offer organizations a scalable and reliable file storage solution. However, cloud file systems have become prime targets for adversaries, and traditional designs are not equipped to protect organizations against the…

Cryptography and Security · Computer Science 2024-10-04 Quinn Burke , Yohan Beugin , Blaine Hoak , Rachel King , Eric Pauley , Ryan Sheatsley , Mingli Yu , Ting He , Thomas La Porta , Patrick McDaniel

Using cloud-based applications comes with privacy implications, as the end-user looses control over their data. While encrypting all data on the client is possible, it largely reduces the usefulness of database management systems (DBMS)…

Cryptography and Security · Computer Science 2024-11-05 Louis Vialar , Jämes Ménétrey , Valerio Schiavoni , Pascal Felber

The advent of cost effective cloud computing over the past decade and ever-growing accumulation of high-fidelity clinical data in a modern hospital setting is leading to new opportunities for translational medicine. Machine learning is…

Databases · Computer Science 2021-06-09 Sanjay Malunjkar , Susan Weber , Somalee Datta

Hardware-based Trusted Execution Environments (TEEs) are widely deployed in mobile devices. Yet their use has been limited primarily to applications developed by the device vendors. Recent standardization of TEE interfaces by GlobalPlatform…

Cryptography and Security · Computer Science 2016-11-17 Brian McGillion , Tanel Dettenborn , Thomas Nyman , N. Asokan

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

As a disruptive technology that originates from cryptocurrency, blockchain provides a trusted platform to facilitate industrial IoT (IIoT) applications. However, implementing a blockchain platform in IIoT scenarios confronts various…

Cryptography and Security · Computer Science 2022-01-19 Qing Yang , Hao Wang , Xiaoxiao Wu , Taotao Wang , Shengli Zhang , Naijin Liu

Secure aggregation enables a group of mutually distrustful parties, each holding private inputs, to collaboratively compute an aggregate value while preserving the privacy of their individual inputs. However, a major challenge in adopting…

Cryptography and Security · Computer Science 2025-04-14 Romain de Laage , Peterson Yuhala , François-Xavier Wicht , Pascal Felber , Christian Cachin , Valerio Schiavoni

Trusted Execution Environments (TEEs) are a feature of modern central processing units (CPUs) that aim to provide a high assurance, isolated environment in which to run workloads that demand both confidentiality and integrity. Hardware and…

Cryptography and Security · Computer Science 2023-08-16 Arttu Paju , Muhammad Owais Javed , Juha Nurmi , Juha Savimäki , Brian McGillion , Billy Bob Brumley

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

Constructing a Trusted Execution Environment (TEE) on Field Programmable Gate Array System on Chip (FPGA-SoC) in Cloud can effectively protect users' private intel-lectual Property (IP) cores. In order to facilitate the wide-spread…

Cryptography and Security · Computer Science 2025-05-20 Jingkai Mao , Xiaolin Chang

We present S3ML, a secure serving system for machine learning inference in this paper. S3ML runs machine learning models in Intel SGX enclaves to protect users' privacy. S3ML designs a secure key management service to construct flexible…

Machine Learning · Computer Science 2020-10-14 Junming Ma , Chaofan Yu , Aihui Zhou , Bingzhe Wu , Xibin Wu , Xingyu Chen , Xiangqun Chen , Lei Wang , Donggang Cao

Intel SGX (Software Guard Extension) is a promising TEE (trusted execution environment) technique that can protect programs running in user space from being maliciously accessed by the host operating system. Although it provides hardware…

Cryptography and Security · Computer Science 2022-08-24 Yang Chen , Jianfeng Jiang , Shoumeng Yan , Hui Xu

In recent years, with the rapid development of sensing technology and the Internet of Things (IoT), sensors play increasingly important roles in traffic control, medical monitoring, industrial production and etc. They generated high volume…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-11 Hang Zhao , Jie Tang

The implementation, deployment and testing of secure services for Internet of Things devices is nowadays still at an early stage. Several frameworks have recently emerged to help developers realize such services, abstracting the complexity…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-02 Christian Göttel , Pascal Felber , Valerio Schiavoni

Truxen is a Trusted Computing enhanced blockchain that uses Proof of Integrity protocol as the consensus. Proof of Integrity protocol is derived from Trusted Computing and associated Remote Attestations, that can be used to vouch a node's…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-18 Chao Zhang

Attestation is a fundamental building block to establish trust over software systems. When used in conjunction with trusted execution environments, it guarantees that genuine code is executed even when facing strong attackers, paving the…

Cryptography and Security · Computer Science 2022-04-19 Jämes Ménétrey , Christian Göttel , Marcelo Pasin , Pascal Felber , Valerio Schiavoni

The TrustZone technology, available in the vast majority of recent ARM processors, allows the execution of code inside a so-called secure world. It effectively provides hardware-isolated areas of the processor for sensitive data and code,…

Operating Systems · Computer Science 2019-06-27 Julien Amacher , Valerio Schiavoni

Model inference systems are essential for implementing end-to-end data analytics pipelines that deliver the benefits of machine learning models to users. Existing cloud-based model inference systems are costly, not easy to scale, and must…

Cryptography and Security · Computer Science 2024-12-17 Guoyu Hu , Yuncheng Wu , Gang Chen , Tien Tuan Anh Dinh , Beng Chin Ooi
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