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ICS environments are vital to the operation of critical infrastructure such as power grids, water treatment facilities, and manufacturing plants. However, these systems are vulnerable to cyber attacks due to their reliance on interconnected…

Cryptography and Security · Computer Science 2024-12-02 Can Ozkan , Dave Singelee

Combining Federated Learning (FL) with a Trusted Execution Environment (TEE) is a promising approach for realizing privacy-preserving FL, which has garnered significant academic attention in recent years. Implementing the TEE on the server…

Machine Learning · Computer Science 2023-06-21 Fumiyuki Kato , Yang Cao , Masatoshi Yoshikawa

Confidential computing has gained prominence due to the escalating volume of data-driven applications (e.g., machine learning and big data) and the acute desire for secure processing of sensitive data, particularly, across distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-01 SM Zobaed , Mohsen Amini Salehi

Cloud computing has become indispensable in today's computer landscape. The flexibility it offers for customers as well as for providers has become a crucial factor for large parts of the computer industry. Virtualization is the key…

Cryptography and Security · Computer Science 2017-07-27 Felicitas Hetzelt , Robert Buhren

Trusted executions environments (TEEs) such as Intel(R) SGX provide hardware-isolated execution areas in memory, called enclaves. By running only the most trusted application components in the enclave, TEEs enable developers to minimize the…

Cryptography and Security · Computer Science 2020-06-19 Marcela S. Melara , Michael J. Freedman , Mic Bowman

Federated Learning and Analytics (FLA) have seen widespread adoption by technology platforms for processing sensitive on-device data. However, basic FLA systems have privacy limitations: they do not necessarily require anonymization…

Establishing a secure connection between wireless devices has become significantly important with the increasing number of Wi-Fi products coming to the market. In order to provide an easy and secure pairing standard, the Wi-Fi Alliance has…

Cryptography and Security · Computer Science 2023-11-28 Aleksandar Manev

We often interact with untrusted parties. Prioritization of privacy can limit the effectiveness of these interactions, as achieving certain goals necessitates sharing private data. Traditionally, addressing this challenge has involved…

Cryptography and Security · Computer Science 2025-01-16 Ilia Shumailov , Daniel Ramage , Sarah Meiklejohn , Peter Kairouz , Florian Hartmann , Borja Balle , Eugene Bagdasarian

FPGAs are now used in public clouds to accelerate a wide range of applications, including many that operate on sensitive data such as financial and medical records. We present ShEF, a trusted execution environment (TEE) for cloud-based…

Cryptography and Security · Computer Science 2022-01-31 Mark Zhao , Mingyu Gao , Christos Kozyrakis

Online services that desire to operate anonymously routinely host themselves as 'Hidden Services' in the Tor network. However, these services are frequently threatened by deanonymization attacks, whereby their IP address and location may be…

Cryptography and Security · Computer Science 2024-12-23 Humza Ikram , Rumaisa Habib , Muaz Ali , Zartash Afzal Uzmi

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

Trusted Execution Environments (TEEs) such as ARM TrustZone are widely used in IoT and embedded devices to protect sensitive code and data. However, most existing defenses focus on secure boot or REE-side monitoring and provide little…

Cryptography and Security · Computer Science 2025-12-09 Jingkai Mao , Xiaolin Chang

Virtualization has become more important since cloud computing is getting more and more popular than before. There is an increasing demand for security among the cloud customers. AMD plans to provide Secure Encrypted Virtualization (SEV)…

Cryptography and Security · Computer Science 2017-12-15 Zhao-Hui Du , Zhiwei Ying , Zhenke Ma , Yufei Mai , Phoebe Wang , Jesse Liu , Jesse Fang

Trusted Execution Environments (TEEs) have emerged at the forefront of edge computing to combat the lack of trust between system components. Field Programmable Gate Arrays (FPGAs) are commonly used as edge computers but were not created…

Cryptography and Security · Computer Science 2025-03-24 Garrett Perkins , Benjamin Macht , Lucas Ritzdorf , Tristan Running Crane , Brock LaMeres , Clemente Izurieta , Ann Marie Reinhold

Both AMD and Intel have presented technologies for confidential computing in cloud environments. The proposed solutions - AMD SEV (-ES, -SNP) and Intel TDX - protect Virtual Machines (VMs) against attacks from higher privileged layers…

Cryptography and Security · Computer Science 2021-09-23 Felicitas Hetzelt , Martin Radev , Robert Buhren , Mathias Morbitzer , Jean-Pierre Seifert

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

MLaaS (Machine Learning as a Service) has become popular in the cloud computing domain, allowing users to leverage cloud resources for running private inference of ML models on their data. However, ensuring user input privacy and secure…

Cryptography and Security · Computer Science 2024-04-12 Kishore Rajasekar , Randolph Loh , Kar Wai Fok , Vrizlynn L. L. Thing

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…

Trusted Execution Environments (TEEs) isolate a special space within a device memory that is not accessible to the normal world (also known as the untrusted environment), even when the device is compromised. Therefore, developers can…

Cryptography and Security · Computer Science 2026-03-06 Ruidong Han , Zhou Yang , Chengyan Ma , Ye Liu , Yuqing Niu , Siqi Ma , Debin Gao , David Lo

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