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Secure aggregation enables a group of mutually distrustful parties, each holding private inputs, to collaboratively compute an aggregate value while preserving the privacy of their individual inputs. However, a major challenge in adopting…

Cryptography and Security · Computer Science 2025-04-14 Romain de Laage , Peterson Yuhala , François-Xavier Wicht , Pascal Felber , Christian Cachin , Valerio Schiavoni

Engineering managers increasingly must decide how to introduce generative artificial intelligence (AI), retrieval-augmented generation, and coding agents into high-risk operational functions without weakening accountability, privacy, cost…

Cryptography and Security · Computer Science 2026-05-12 Elyson A. De La Cruz , Rishikesh Sahay , Md Rasel Al Mamun

High-Performance Computing (HPC) in the public cloud democratizes the supercomputing power that most users cannot afford to purchase and maintain. Researchers have studied its viability, performance, and usability. However, HPC in the cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-06 Keke Chen

Modern processors can offer hardware primitives that allow a process to run in isolation. These primitives implement a trusted execution environment (TEE) in which a program can run such that the integrity and confidentiality of its…

Cryptography and Security · Computer Science 2021-05-14 Pedro Antonino , Wojciech Aleksander Wołoszyn , A. W. Roscoe

Computer-use agents face a fundamental limitation. They rely exclusively on primitive GUI actions (click, type, scroll), creating brittle execution chains prone to cascading failures. While API-driven agents harness rich capabilities…

Computer Vision and Pattern Recognition · Computer Science 2026-05-27 Yuhao Yang , Zhen Yang , Zi-Yi Dou , Anh Nguyen , Keen You , Omar Attia , Andrew Szot , Michael Feng , Ram Ramrakhya , Alexander Toshev , Chao Huang , Yinfei Yang , Zhe Gan

Recent advances in Transformer models, e.g., large language models (LLMs), have brought tremendous breakthroughs in various artificial intelligence (AI) tasks, leading to their wide applications in many security-critical domains. Due to…

Cryptography and Security · Computer Science 2025-07-15 Jiaqi Xue , Yifei Zhao , Mengxin Zheng , Fan Yao , Yan Solihin , Qian Lou

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

The classification service over a stream of data is becoming an important offering for cloud providers, but users may encounter obstacles in providing sensitive data due to privacy concerns. While Trusted Execution Environments (TEEs) are…

Cryptography and Security · Computer Science 2022-03-04 Qifan Wang , Shujie Cui , Lei Zhou , Ocean Wu , Yonghua Zhu , Giovanni Russello

Protection of data-in-use is a key priority, for which Trusted Execution Environment (TEE) technology has unarguably emerged as a, possibly the most, promising solution. Multiple server-side TEE offerings have been released over the years,…

Cryptography and Security · Computer Science 2025-04-03 Luigi Coppolino , Salvatore D'Antonio , Davide Iasio , Giovanni Mazzeo , Luigi Romano

Navigating teams of unmanned vehicles through environments containing dynamic, adversarial Weapon Engagement Zones~(WEZs) poses a fundamental challenge to mission success: a single vehicle, however capable its onboard guidance, remains a…

Multiagent Systems · Computer Science 2026-05-26 Rajnikant Sharma , Abhinav Sinha , Isaac Weintraub

We investigate identity lease, a new type of service in which users lease their identities to third parties by providing them with full or restricted access to their online accounts or credentials. We discuss how identity lease could be…

Cryptography and Security · Computer Science 2019-05-10 Ivan Puddu , Daniele Lain , Moritz Schneider , Elizaveta Tretiakova , Sinisa Matetic , Srdjan Capkun

The widening availability of hardware-based trusted execution environments (TEEs) has been accelerating the adaptation of new applications using TEEs. Recent studies showed that a cloud application consists of multiple distributed software…

Cryptography and Security · Computer Science 2022-12-23 Joongun Park , Seunghyo Kang , Sanghyeon Lee , Taehoon Kim , Jongse Park , Youngjin Kwon , Jaehyuk Huh

This paper addresses privacy protection in decentralized Artificial Intelligence (AI) using Confidential Computing (CC) within the Atoma Network, a decentralized AI platform designed for the Web3 domain. Decentralized AI distributes AI…

Cryptography and Security · Computer Science 2024-10-21 Dayeol Lee , Jorge António , Hisham Khan

Intel's Software Guard Extensions (SGX) introduced new instructions to switch the processor to enclave mode which protects it from introspection. While the enclave mode strongly protects the memory and the state of the processor, it cannot…

Cryptography and Security · Computer Science 2020-07-17 Tobias Cloosters , Michael Rodler , Lucas Davi

Securing sensitive operations in today's interconnected software landscape is crucial yet challenging. Modern platforms rely on Trusted Execution Environments (TEEs), such as Intel SGX and ARM TrustZone, to isolate security sensitive code…

Cryptography and Security · Computer Science 2024-11-20 Varun Gadey , Raphael Goetz , Christoph Sendner , Sampo Sovio , Alexandra Dmitrienko

Advancements in multimodal foundation models have enabled the development of Computer Use Agents (CUAs) capable of autonomously interacting with GUI environments. As CUAs are not restricted to certain tools, they allow to automate more…

Machine Learning · Computer Science 2026-04-10 Dominik Seip , Matthias Hein

Vision-language models have demonstrated impressive capabilities as computer-use agents (CUAs) capable of automating diverse computer tasks. As their commercial potential grows, critical details of the most capable CUA systems remain…

Intel SGX and hypervisors isolate non-privileged programs from other software, ensuring confidentiality and integrity. However, side-channel attacks continue to threaten Intel SGX's security, enabling malicious OS to manipulate PTE present…

Cryptography and Security · Computer Science 2025-09-05 Gang Liu , Ningjie Li , Cen Chen

Cloud computing has emerged as a corner stone of today's computing landscape. More and more customers who outsource their infrastructure benefit from the manageability, scalability and cost saving that come with cloud computing. Those…

Cryptography and Security · Computer Science 2022-05-13 Ferdinand Brasser , Patrick Jauernig , Frederik Pustelnik , Ahmad-Reza Sadeghi , Emmanuel Stapf

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
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