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Access to diverse, high-quality datasets is crucial for machine learning model performance, yet data sharing remains limited by privacy concerns and competitive interests, particularly in regulated domains like healthcare. This dynamic…

Machine Learning · Computer Science 2025-10-20 Keren Fuentes , Mimee Xu , Irene Chen

Contact tracing is an important method to control the spread of an infectious disease such as COVID-19. However, existing contact tracing methods alone cannot provide sufficient coverage and do not successfully address privacy concerns of…

Cryptography and Security · Computer Science 2020-07-07 Xiaoyuan Liu , Ni Trieu , Evgenios M. Kornaropoulos , Dawn Song

Smartphone-based contact-tracing applications are at the epicenter of the global fight against the Covid-19 pandemic. While governments and healthcare agencies are eager to mandate the deployment of such applications en-masse, they face…

Cryptography and Security · Computer Science 2020-12-10 Jianwei Huang , Vinod Yegneswaran , Phillip Porras , Guofei Gu

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

Epidemics like the recent COVID-19 require proactive contact tracing and epidemiological analysis to predict and subsequently contain infection transmissions. The proactive measures require large scale data collection, which simultaneously…

A critically important component of most signal processing procedures is that of computing the distance between signals. In multi-party processing applications where these signals belong to different parties, this introduces privacy…

Cryptography and Security · Computer Science 2016-09-26 Abelino Jimenez , Bhiksha Raj

As pandemic wide spread results in locking down vital facilities, digital contact tracing is deemed as a key for re-opening. However, current efforts in digital contact tracing, running as mobile apps on users' smartphones, fall short in…

Computers and Society · Computer Science 2020-06-09 Mohamed F Mokbel , Sofiane Abbar , Rade Stanojevic

In this paper, we propose a new secure machine learning inference platform assisted by a small dedicated security processor, which will be easier to protect and deploy compared to today's TEEs integrated into high-performance processors.…

Cryptography and Security · Computer Science 2024-10-30 Pengzhi Huang , Thang Hoang , Yueying Li , Elaine Shi , G. Edward Suh

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

Intel(R) Software Guard Extensions (Intel(R) SGX) is a promising technology to securely process information in otherwise untrusted environments. An important aspect of Intel SGX is the ability to perform remote attestation to assess the…

Cryptography and Security · Computer Science 2019-07-29 Thomas Knauth , Michael Steiner , Somnath Chakrabarti , Li Lei , Cedric Xing , Mona Vij

5G-enabled drones have potential applications in a variety of both military and civilian settings (e.g., monitoring and tracking of individuals in demonstrations and/or enforcing of social / physical distancing during pandemics such as…

Networking and Internet Architecture · Computer Science 2020-09-08 Yulei Wu , Hong-Ning Dai , Hao Wang , Kim-Kwang Raymond Choo

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

Heterogeneous computing, which incorporates GPUs, NPUs, and FPGAs, is increasingly utilized to improve the efficiency of computer systems. However, this shift has given rise to significant security and privacy concerns, especially when the…

Cryptography and Security · Computer Science 2024-12-19 Jiamin Shen , Yao Chen , Weng-Fai Wong , Ee-Chien Chang

Contact tracing has been proven an effective approach to control the virus spread in pandemics like COVID-19 pandemic. As an emerging powerful decentralized technique, blockchain has been explored to ensure data privacy and security in…

Cryptography and Security · Computer Science 2022-05-24 Xiao Li , Weili Wu , Tiantian Chen

Developments in pervasive computing introduced a new world of computing where networked processors embedded and distributed in everyday objects communicating with each other over wireless links. Computers in such environments work in the…

Cryptography and Security · Computer Science 2012-08-01 Ameera Al-Karkhi , Adil Al-Yasiri , Nigel Linge

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

Privacy-preserving data processing refers to the methods and models that allow computing and analyzing sensitive data with a guarantee of confidentiality. As cloud computing and applications that rely on data continue to expand, there is an…

Cryptography and Security · Computer Science 2026-01-13 Gaurav Sarraf , Vibhor Pal

Trusted execution environments (TEEs) protect the integrity and confidentiality of running code and its associated data. Nevertheless, TEEs' integrity protection does not extend to the state saved on disk. Furthermore, modern cloud-native…

Cryptography and Security · Computer Science 2024-08-16 Ardhi Putra Pratama Hartono , Andrey Brito , Christof Fetzer

The spread of COVID-19 has highlighted the need for a robust contact tracing infrastructure that enables infected individuals to have their contacts traced, and followed up with a test. The key entities involved within a contact tracing…

Cryptography and Security · Computer Science 2021-12-07 William Abramson , William J. Buchanan , Sarwar Sayeed , Nikolaos Pitropakis , Owen Lo

Intel has introduced a trusted computing technology, Intel Software Guard Extension (SGX), which provides an isolated and secure execution environment called enclave for a user program without trusting any privilege software (e.g., an…

Cryptography and Security · Computer Science 2018-11-14 Jinwen Wang , Yueqiang Cheng , Qi Li , Yong Jiang
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