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This paper presents an approach to provide strong assurance of the secure execution of distributed event-driven applications on shared infrastructures, while relying on a small Trusted Computing Base. We build upon and extend security…

Cryptography and Security · Computer Science 2023-06-30 Gianluca Scopelliti , Sepideh Pouyanrad , Job Noorman , Fritz Alder , Christoph Baumann , Frank Piessens , Jan Tobias Mühlberg

With the increasing deployment of Large Language Models (LLMs) on mobile and edge platforms, securing them against model extraction attacks has become a pressing concern. However, protecting model privacy without sacrificing the performance…

Cryptography and Security · Computer Science 2025-10-24 Tushar Nayan , Ziqi Zhang , Ruimin Sun

The ever-rising computation demand is forcing the move from the CPU to heterogeneous specialized hardware, which is readily available across modern datacenters through disaggregated infrastructure. On the other hand, trusted execution…

Cryptography and Security · Computer Science 2021-12-10 Moritz Schneider , Aritra Dhar , Ivan Puddu , Kari Kostiainen , Srdjan Capkun

Task-based execution frameworks, such as parallel programming libraries, computational workflow systems, and function-as-a-service platforms, enable the composition of distinct tasks into a single, unified application designed to achieve a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-15 J. Gregory Pauloski , Valerie Hayot-Sasson , Maxime Gonthier , Nathaniel Hudson , Haochen Pan , Sicheng Zhou , Ian Foster , Kyle Chard

In recent years, the widespread informatization and rapid data explosion have increased the demand for high-performance heterogeneous systems that integrate multiple computing cores such as CPUs, Graphics Processing Units (GPUs),…

Cryptography and Security · Computer Science 2026-01-27 Qifan Wang , David Oswald

Cloud service providers are adopting Trusted Execution Environments (TEEs) to provide hardware-guaranteed security to applications running on remote, untrusted data centers. However, migrating such applications still relies on the…

Cryptography and Security · Computer Science 2026-01-21 Sandeep Kumar , Abhisek Panda , Smruti R. Sarangi

Intel's software guard extensions (SGX) provide hardware enclaves to guarantee confidentiality and integrity for sensitive code and data. However, systems leveraging such security mechanisms must often pay high performance overheads. A…

Cryptography and Security · Computer Science 2023-07-10 Peterson Yuhala , Michael Paper , Timothée Zerbib , Pascal Felber , Valerio Schiavoni , Alain Tchana

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…

Modern HPC systems are built with innovative system architectures and novel programming models to further push the speed limit of computing. The increased complexity poses challenges for performance portability and performance evaluation.…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-29 Holger Brunst , Sunita Chandrasekaran , Florina Ciorba , Nick Hagerty , Robert Henschel , Guido Juckeland , Junjie Li , Veronica G. Melesse Vergara , Sandra Wienke , Miguel Zavala

We present Benchpress, a benchmarking suite for evaluating the performance and range of functionality of multiple quantum computing software development kits. This suite consists of a collection of over $1000$ tests measuring key…

While it is compelling to process large streams of IoT data on the cloud edge, doing so exposes the data to a sophisticated, vulnerable software stack on the edge and hence security threats. To this end, we advocate isolating the data and…

Cryptography and Security · Computer Science 2019-06-07 Heejin Park , Shuang Zhai , Long Lu , Felix Xiaozhu Lin

Software-based approaches for search over encrypted data are still either challenged by lack of proper, low-leakage encryption or slow performance. Existing hardware-based approaches do not scale well due to hardware limitations and…

Cryptography and Security · Computer Science 2017-03-16 Benny Fuhry , Raad Bahmani , Ferdinand Brasser , Florian Hahn , Florian Kerschbaum , Ahmad-Reza Sadeghi

Confidential computing is a security paradigm that enables the protection of confidential code and data in a co-tenanted cloud deployment using specialized hardware isolation units called Trusted Execution Environments (TEEs). By…

Cryptography and Security · Computer Science 2024-01-18 Abhiroop Sarkar , Alejandro Russo

Trusted Execution Environments (TEEs) protect sensitive code and data from the operating system, hypervisor, or other untrusted software. Different solutions exist, each proposing different features. Abstraction layers aim to unify the…

Cryptography and Security · Computer Science 2025-12-29 Quentin Michaud , Sara Ramezanian , Dhouha Ayed , Olivier Levillain , Joaquin Garcia-Alfaro

Smart contracts are applications that execute on blockchains. Today they manage billions of dollars in value and motivate visionary plans for pervasive blockchain deployment. While smart contracts inherit the availability and other security…

Cryptography and Security · Computer Science 2019-08-28 Raymond Cheng , Fan Zhang , Jernej Kos , Warren He , Nicholas Hynes , Noah Johnson , Ari Juels , Andrew Miller , Dawn Song

There is an urgent demand for privacy-preserving techniques capable of supporting compute and data intensive (CDI) computing in the era of big data. However, none of existing TEEs can truly support CDI computing tasks, as CDI requires high…

Cryptography and Security · Computer Science 2019-04-15 Jianping Zhu , Rui Hou , XiaoFeng Wang , Wenhao Wang , Jiangfeng Cao , Lutan Zhao , Fengkai Yuan , Peinan Li , Zhongpu Wang , Boyan Zhao , Lixin Zhang , Dan Meng

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

Trusted Execution Environments (TEEs) have renewed interest in confidential analytics, but most prior evaluations focus on SQL database engines or earlier SGX generations. This paper studies an Arrow-native DataFrame engine, Polars, running…

Cryptography and Security · Computer Science 2026-05-22 Wei Wang , Burns Smith , Kenny Leftin

Processing sensitive data and deploying well-designed Intellectual Property (IP) cores on remote Field Programmable Gate Array (FPGA) are prone to private data leakage and IP theft. One effective solution is constructing Trusted Execution…

Cryptography and Security · Computer Science 2023-09-14 Yanling Wang , Xiaolin Chang , Haoran Zhu , Jianhua Wang , Yanwei Gong , Lin Li

This paper proposes a blockchain-based Federated Learning (FL) framework with Intel Software Guard Extension (SGX)-based Trusted Execution Environment (TEE) to securely aggregate local models in Industrial Internet-of-Things (IIoTs). In FL,…

Cryptography and Security · Computer Science 2023-04-26 Aditya Pribadi Kalapaaking , Ibrahim Khalil , Mohammad Saidur Rahman , Mohammed Atiquzzaman , Xun Yi , Mahathir Almashor
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