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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

Variations in High Performance Computing (HPC) system software configurations mean that applications are typically configured and built for specific HPC environments. Building applications can require a significant investment of time and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-02 Jieyang Chen , Qiang Guan , Xin Liang , Louis James Vernon , Allen McPherson , Li-Ta Lo , Zizhong Chen , James Paul Ahrens

This paper presents C8s, a confidential computing architecture for Kubernetes that provides cryptographically rooted confidentiality, integrity, and verifiability guarantees for Kubernetes clusters from infrastructure operators. These…

Cryptography and Security · Computer Science 2026-05-01 Amean Asad , Patrick McClurg , João Andrade

Confidential container is becoming increasingly popular as it meets both needs for efficient resource management by cloud providers, and data protection by cloud users. Specifically, confidential containers integrate the container and the…

Cryptography and Security · Computer Science 2024-11-19 Chulmin Lee , Jaewon Hur , Sangho Lee , Byoungyoung Lee

Deploying machine learning (ML) models on user devices can improve privacy (by keeping data local) and reduce inference latency. Trusted Execution Environments (TEEs) are a practical solution for protecting proprietary models, yet existing…

Cryptography and Security · Computer Science 2025-12-02 Sina Abdollahi , Mohammad Maheri , Sandra Siby , Marios Kogias , Hamed Haddadi

Machine learning has become a critical component of modern data-driven online services. Typically, the training phase of machine learning techniques requires to process large-scale datasets which may contain private and sensitive…

Cryptography and Security · Computer Science 2019-02-13 Roland Kunkel , Do Le Quoc , Franz Gregor , Sergei Arnautov , Pramod Bhatotia , Christof Fetzer

Existing attestation mechanisms lack scalability and support for heterogeneous virtual execution environments (VEEs), such as virtual machines and containers executed inside or outside hardware isolation on different vendors' hardware in…

Cryptography and Security · Computer Science 2023-04-04 Wojciech Ozga , Patricia Sagmeister , Tamás Visegrády , Silvio Dragone

Inherent in the world of cryptocurrency systems and their security models is the notion that private keys, and thus assets, are controlled by individuals or individual entities. We present Liquefaction, a wallet platform that demonstrates…

Cryptography and Security · Computer Science 2024-12-04 James Austgen , Andrés Fábrega , Mahimna Kelkar , Dani Vilardell , Sarah Allen , Kushal Babel , Jay Yu , Ari Juels

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

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

We present DarkneTZ, a framework that uses an edge device's Trusted Execution Environment (TEE) in conjunction with model partitioning to limit the attack surface against Deep Neural Networks (DNNs). Increasingly, edge devices (smartphones…

Self-hosted computer-use agents (SHCUAs), such as OpenClaw, combine natural-language interaction with direct access to host-side resources, including browsers, files, scripts, system commands, and external communication channels. While…

Cryptography and Security · Computer Science 2026-05-08 Di Lu , Bo Zhang , Xiyuan Li , Yongzhi Liao , Xuewen Dong , Yulong Shen , Zhiquan Liu , Jianfeng Ma

To a large extent, the deployment of edge computing (EC) can reduce the burden of the explosive growth of the Internet of things. As a powerful hub between the Internet of things and cloud servers, edge devices make the transmission of…

Networking and Internet Architecture · Computer Science 2022-02-10 Peiying Zhang , Chunxiao Jiang , Xue Pang , Yi Qian

For trusted execution environments (TEEs), remote attestation permits establishing trust in software executed on a remote host. It requires that the measurement of a remote TEE is both complete and fresh: We need to measure all aspects that…

Cryptography and Security · Computer Science 2023-11-07 Franz Gregor , Robert Krahn , Do Le Quoc , Christof Fetzer

This research focuses on transforming CVEs to hands-on educational lab for cybersecurity training. The study shows the practical application of CVEs by developing containerized lab environments- Docker to simulate real-world vulnerabilities…

Cryptography and Security · Computer Science 2025-09-16 Trueye Tafese

Bayesian optimization over the latent spaces of deep autoencoder models (DAEs) has recently emerged as a promising new approach for optimizing challenging black-box functions over structured, discrete, hard-to-enumerate search spaces (e.g.,…

Machine Learning · Computer Science 2023-02-24 Natalie Maus , Haydn T. Jones , Juston S. Moore , Matt J. Kusner , John Bradshaw , Jacob R. Gardner

Blockchains face inherent limitations when communicating outside their own ecosystem, largely due to the Byzantine Fault Tolerant (BFT) 3f+1 security model. Trusted Execution Environments (TEEs) are a promising mitigation because they allow…

Theoretical Economics · Economics 2025-11-06 Alex Shamis , Matt Stephenson , Linfeng Zhou

Isolation is a long-standing challenge of software security. Traditional privilege rings and virtual memory are more and more augmented with concepts such as capabilities, protection keys, and powerful enclaves. At the same time, we are…

Cryptography and Security · Computer Science 2021-05-10 Stefan Steinegger , David Schrammel , Samuel Weiser , Pascal Nasahl , Stefan Mangard

We propose the use of PAKE for achieving and enhancing entity authentication (EA) and key management (KM) in the context of decentralized end-to-end encrypted email and secure messaging, i.e., where neither a public key infrastructure nor…

Cryptography and Security · Computer Science 2021-07-14 Itzel Vazquez Sandoval , Arash Atashpendar , Gabriele Lenzini , Peter Y. A. Ryan

Trusted Execution Environments (TEEs), such as Intel Software Guard Extensions (SGX), ensure the confidentiality and integrity of user applications when using cloud computing resources. However, in the multi-party cloud computing scenario,…

Cryptography and Security · Computer Science 2024-07-08 Linan Tian , Yunke Shen , Zhiqiang Li