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In cross-device private federated learning, differentially private follow-the-regularized-leader (DP-FTRL) has emerged as a promising privacy-preserving method. However, existing approaches assume a semi-honest server and have not addressed…

Machine Learning · Computer Science 2025-09-12 Shun Takagi , Satoshi Hasegawa

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

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

Large Language Models (LLMs) are increasingly used in circuit design tasks and have typically undergone multiple rounds of training. Both the trained models and their associated training data are considered confidential intellectual…

Artificial Intelligence · Computer Science 2025-07-23 Dong Ben , Hui Feng , Qian Wang

Data theft and leakage, caused by external adversaries and insiders, demonstrate the need for protecting user data. Trusted Execution Environments (TEEs) offer a promising solution by creating secure environments that protect data and code…

Cryptography and Security · Computer Science 2024-11-05 Kosei Akama , Yoshimichi Nakatsuka , Korry Luke , Masaaki Sato , Keisuke Uehara

Publish/subscribe systems play a key role in enabling communication between numerous devices in distributed and large-scale architectures. While widely adopted, securing such systems often trades portability for additional integrity and…

Cryptography and Security · Computer Science 2023-12-04 Jämes Ménétrey , Aeneas Grüter , Peterson Yuhala , Julius Oeftiger , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

Confidential computing alleviates the concerns of distrustful customers by removing the cloud provider from their trusted computing base and resolves their disincentive to migrate their workloads to the cloud. This is facilitated by new…

Cryptography and Security · Computer Science 2024-02-26 Anna Galanou , Khushboo Bindlish , Luca Preibsch , Yvonne-Anne Pignolet , Christof Fetzer , Rüdiger Kapitza

Remote attestation (RA) authenticates code running in trusted execution environments (TEEs), allowing trusted code to be deployed even on untrusted hosts. However, trust relationships established by one component in a distributed…

Cryptography and Security · Computer Science 2022-02-02 Haofan Zheng , Owen Arden

The blockchain-based smart contract lacks privacy since the contract state and instruction code are exposed to the public. Combining smart-contract execution with Trusted Execution Environments (TEEs) provides an efficient solution, called…

Cryptography and Security · Computer Science 2022-04-21 Rujia Li , Qin Wang , Qi Wang , David Galindo , Mark Ryan

Container runtimes provide a stable operational interface for deploying, monitoring, and controlling modern workloads, while trusted execution environments (TEEs) provide hardware-enforced isolation for sensitive computation. Existing…

Cryptography and Security · Computer Science 2026-05-14 Di Lu , Qingwen Zhang , Yujia Liu , Xuewen Dong , Yulong Shen , Zhiquan Liu , Jianfeng Ma

Decision support systems are increasingly adopted to automate decision-making processes across industries, organizations, and governments. Decision support demands data privacy, integrity, and availability while ensuring customization,…

Cryptography and Security · Computer Science 2026-04-23 Edoardo Marangone , Eugenio Nerio Nemmi , Daniele Friolo , Giuseppe Ateniese , Ingo Weber , Claudio Di Ciccio

Large Language Models (LLMs) deployed on mobile devices offer benefits like user privacy and reduced network latency, but introduce a significant security risk: the leakage of proprietary models to end users. To mitigate this risk, we…

Cryptography and Security · Computer Science 2025-11-18 Xunjie Wang , Jiacheng Shi , Zihan Zhao , Yang Yu , Zhichao Hua , Jinyu Gu

Centralized trust is ubiquitous in today's interconnected world, from computational resources to data storage and its underlying infrastructure. The monopolization of cloud computing resembles a feudalistic system, causing a loss of privacy…

Cryptography and Security · Computer Science 2026-01-09 Christian Killer , Alessandro De Carli , Pascal Brun , Amadeo Victor Charlé , Mike Godenzi , Simon Wehrli

Modern IoT and embedded platforms must start execution from a known trusted state to thwart malware, ensure secure firmware updates, and protect critical infrastructure. Current approaches to establish a root of trust depend on secret keys…

Cryptography and Security · Computer Science 2025-09-30 Friedrich Doku , Peter Dinda

Container-based technologies empower cloud tenants to develop highly portable software and deploy services in the cloud at a rapid pace. Cloud privacy, meanwhile, is important as a large number of container deployments operate on…

Cryptography and Security · Computer Science 2023-03-08 Matthew A. Johnson , Stavros Volos , Ken Gordon , Sean T. Allen , Christoph M. Wintersteiger , Sylvan Clebsch , John Starks , Manuel Costa

With the meteoric growth of technology, individuals and organizations are widely adopting cloud services to mitigate the burdens of maintenance. Despite its scalability and ease of use, many users who own sensitive data refrain from fully…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-04 SM Zobaed

Security and privacy of the Internet Domain Name System (DNS) have been longstanding concerns. Recently, there is a trend to protect DNS traffic using Transport Layer Security (TLS). However, at least two major issues remain: (1) how do…

Cryptography and Security · Computer Science 2019-09-26 Yoshimichi Nakatsuka , Andrew Paverd , Gene Tsudik

Machine-learning (ML) models are increasingly being deployed on edge devices to provide a variety of services. However, their deployment is accompanied by challenges in model privacy and auditability. Model providers want to ensure that (i)…

Cryptography and Security · Computer Science 2024-04-02 Sandra Siby , Sina Abdollahi , Mohammad Maheri , Marios Kogias , Hamed Haddadi

Distributed ledgers are increasingly relied upon by industry to provide trustworthy accountability, strong integrity protection, and high availability for critical data without centralizing trust. Recently, distributed append-only logs are…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-06 Shubham Mishra , João Gonçalves , Chawinphat Tankuranand , Neil Giridharan , Natacha Crooks , Heidi Howard , Chris Jensen

Confidential Virtual Machines (CVMs) are a type of VMbased Trusted Execution Environments (TEEs) designed to enhance the security of cloud-based VMs, safeguarding them even from malicious hypervisors. Although CVMs have been widely adopted…

Cryptography and Security · Computer Science 2024-09-25 Shixuan Zhao , Mengyuan Li , Mengjia Yan , Zhiqiang Lin