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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

Foundation Models (FMs) display exceptional performance in tasks such as natural language processing and are being applied across a growing range of disciplines. Although typically trained on large public datasets, FMs are often fine-tuned…

Cryptography and Security · Computer Science 2024-10-10 Marcin Chrapek , Anjo Vahldiek-Oberwagner , Marcin Spoczynski , Scott Constable , Mona Vij , Torsten Hoefler

Confidential Virtual Machines (CVMs) protect data in use by running workloads within hardware-enforced Trusted Execution Environments (TEEs). However, existing CVM attestation mechanisms only certify what code is running, not where it is…

Cryptography and Security · Computer Science 2026-03-05 Filip Rezabek , Moe Mahhouk , Andrew Miller , Quintus Kilbourn , Georg Carle , Jonathan Passerat-Palmbach

Trusted Execution Environments (TEEs) embedded in IoT devices provide a deployable solution to secure IoT applications at the hardware level. By design, in TEEs, the Trusted Operating System (Trusted OS) is the primary component. It enables…

Cryptography and Security · Computer Science 2023-09-27 Qinying Wang , Boyu Chang , Shouling Ji , Yuan Tian , Xuhong Zhang , Binbin Zhao , Gaoning Pan , Chenyang Lyu , Mathias Payer , Wenhai Wang , Raheem Beyah

The growing replication crisis across disciplines such as economics, finance, and other social sciences as well as computer science undermines the credibility of academic research. Current institutional solutions -- such as artifact…

Cryptography and Security · Computer Science 2026-03-27 Jiasun Li , Project Team

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

Confidential computing (CC) or trusted execution enclaves (TEEs) is now the most common approach to enable secure computing in the cloud. The recent introduction of GPU TEEs by NVIDIA enables machine learning (ML) models to be trained…

Cryptography and Security · Computer Science 2025-08-15 Jonghyun Lee , Yongqin Wang , Rachit Rajat , Murali Annavaram

Large Language Model (LLM) agents provide powerful automation capabilities, but they also create a substantially broader attack surface than traditional applications due to their tight integration with non-deterministic models and…

Cryptography and Security · Computer Science 2026-05-07 Sina Abdollahi , Mohammad M Maheri , Javad Forough , Amir Al Sadi , Josh Millar , David Kotz , Marios Kogias , Hamed Haddadi

Web3 applications require execution platforms that maintain confidentiality and integrity without relying on centralized trust authorities. While Trusted Execution Environments (TEEs) offer promising capabilities for confidential computing,…

Cryptography and Security · Computer Science 2025-09-16 Shunfan Zhou , Kevin Wang , Hang Yin

Modern society is increasingly surrounded by, and accustomed to, a wide range of Cyber-Physical Systems (CPS), Internet-of-Things (IoT), and smart devices. They often perform safety-critical functions, e.g., personal medical devices,…

Cryptography and Security · Computer Science 2020-01-14 Ivan De Oliveira Nunes , Karim Eldefrawy , Norrathep Rattanavipanon , Gene Tsudik

Trusted execution environments (TEEs) provide an environment for running workloads in the cloud without having to trust cloud service providers, by offering additional hardware-assisted security guarantees. However, main memory encryption…

Cryptography and Security · Computer Science 2023-09-25 Jan Wichelmann , Anna Pätschke , Luca Wilke , Thomas Eisenbarth

Virtual Trusted Platform Modules (vTPMs) have been widely used in commercial cloud platforms (e.g. Google Cloud, VMware Cloud, and Microsoft Azure) to provide virtual root-of-trust for virtual machines. Unfortunately, current…

Cryptography and Security · Computer Science 2019-05-22 Juan Wang , Chengyang Fan , Jie Wang , Yueqiang Cheng , Yinqian Zhang , Wenhui Zhang , Peng Liu , Hongxin Hu

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

Trusted Execution Environments (TEEs) are rapidly emerging as a root-of-trust for protecting sensitive applications and data using hardware-backed isolated worlds of execution. TEEs provide robust assurances regarding critical algorithm…

Cryptography and Security · Computer Science 2018-11-27 Carlton Shepherd , Raja N. Akram , Konstantinos Markantonakis

Purpose: The purpose of this article is to present a system that enhances the security, efficiency, and reconfigurability of an Internet-of-Things (IoT) system used for surveillance and monitoring. Methods: A Multi-Processor System-On-Chip…

Cryptography and Security · Computer Science 2023-03-28 Nicholas Murray-Hill , Laura Fontes , Pedro Machado , Isibor Kennedy Ihianle

Confidential containers protect cloud-native workloads using trusted execution environments (TEEs). However, existing Container-in-TEE designs (e.g., Confidential Containers (CoCo)) encapsulate the entire runtime within the TEE, inflating…

Cryptography and Security · Computer Science 2026-01-06 Di Lu , Mengna Sun , Qingwen Zhang , Yujia Liu , Jia Zhang , Xuewen Dong , Yulong Shen , Jianfeng Ma

As Machine Learning (ML) gets applied to security-critical or sensitive domains, there is a growing need for integrity and privacy for outsourced ML computations. A pragmatic solution comes from Trusted Execution Environments (TEEs), which…

Machine Learning · Statistics 2019-02-28 Florian Tramèr , Dan Boneh

In TrustZone-assisted TEEs, the trusted OS has unrestricted access to both secure and normal world memory. Unfortunately, this architectural limitation has opened an aisle of exploration for attackers, which have demonstrated how to…

Cryptography and Security · Computer Science 2022-03-03 David Cerdeira , José Martins , Nuno Santos , Sandro Pinto

Federated Learning (FL) is a distributed machine learning approach that has emerged as an effective way to address recent privacy concerns. However, FL introduces the need for additional security measures as FL alone is still subject to…

Cryptography and Security · Computer Science 2025-01-22 Bruno Casella

It has been a long standing problem to securely outsource computation tasks to an untrusted party with integrity and confidentiality guarantees. While fully homomorphic encryption (FHE) is a promising technique that allows computations…

Cryptography and Security · Computer Science 2019-05-21 Wenhao Wang , Yichen Jiang , Qintao Shen , Weihao Huang , Hao Chen , Shuang Wang , XiaoFeng Wang , Haixu Tang , Kai Chen , Kristin Lauter , Dongdai Lin
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