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Large-scale systems that compute analytics over a fleet of devices must achieve high privacy and security standards while also meeting data quality, usability, and resource efficiency expectations. We present a next-generation federated…

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

Scientific computing sometimes involves computation on sensitive data. Depending on the data and the execution environment, the HPC (high-performance computing) user or data provider may require confidentiality and/or integrity guarantees.…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-27 Ayaz Akram , Anna Giannakou , Venkatesh Akella , Jason Lowe-Power , Sean Peisert

Applications running in Trusted Execution Environments (TEEs) commonly use untrusted external services such as host File System. Adversaries may maliciously alter the normal service behavior to trigger subtle application bugs that would…

Cryptography and Security · Computer Science 2022-11-15 Meni Orenbach , Bar Raveh , Alon Berkenstadt , Yan Michalevsky , Shachar Itzhaky , Mark Silberstein

Heterogeneous collaborative computing with NPU and CPU has received widespread attention due to its substantial performance benefits. To ensure data confidentiality and integrity during computing, Trusted Execution Environments (TEE) is…

Cryptography and Security · Computer Science 2024-07-15 Husheng Han , Xinyao Zheng , Yuanbo Wen , Yifan Hao , Erhu Feng , Ling Liang , Jianan Mu , Xiaqing Li , Tianyun Ma , Pengwei Jin , Xinkai Song , Zidong Du , Qi Guo , Xing Hu

In recent years, we have witnessed unprecedented growth in using hardware-assisted Trusted Execution Environments (TEE) or enclaves to protect sensitive code and data on commodity devices thanks to new hardware security features, such as…

Cryptography and Security · Computer Science 2024-05-14 Md Armanuzzaman , Ahmad-Reza Sadeghi , Ziming Zhao

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

The growing availability of hardware-based trusted execution environments (TEEs) in commodity processors has recently advanced support (i.e., design, implementation and deployment frameworks) for network-based secure services. Examples of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-24 Christian Göttel , Pascal Felber , Valerio Schiavoni

Secure outsourced computation (SOC) provides secure computing services by taking advantage of the computation power of cloud computing and the technology of privacy computing (e.g., homomorphic encryption). Expanding computational…

Cryptography and Security · Computer Science 2024-12-03 Bowen Zhao , Jiuhui Li , Peiming Xu , Xiaoguo Li , Qingqi Pei , Yulong Shen

This study investigates the potential of WebAssembly as a more secure and efficient alternative to Linux containers for executing untrusted code in cloud computing with Kubernetes. Specifically, it evaluates the security and performance…

Cryptography and Security · Computer Science 2024-11-07 Jasper Alexander Wiegratz

Trusted execution environments (TEEs) are being used in all the devices from embedded sensors to cloud servers and encompass a range of cost, power constraints, and security threat model choices. On the other hand, each of the current…

Cryptography and Security · Computer Science 2019-09-10 Dayeol Lee , David Kohlbrenner , Shweta Shinde , Dawn Song , Krste Asanović

Trusted execution environments (TEEs) protect the integrity and confidentiality of running code and its associated data. Nevertheless, TEEs' integrity protection does not extend to the state saved on disk. Furthermore, modern cloud-native…

Cryptography and Security · Computer Science 2024-08-16 Ardhi Putra Pratama Hartono , Andrey Brito , Christof Fetzer

Over the last decade, the cloud computing landscape has transformed from a centralised architecture made of large data centres to a distributed and heterogeneous architecture embracing edge and IoT units. This shift has created the…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-28 Jämes Ménétrey , Marcelo Pasin , Pascal Felber , Valerio Schiavoni

WebAssembly (Wasm) is a binary instruction format designed for secure and efficient execution within sandboxed environments -- predominantly web apps and browsers -- to facilitate performance, security, and flexibility of web programming…

Software Engineering · Computer Science 2024-04-10 Muhammad Waseem , Teerath Das , Aakash Ahmad , Peng Liang , Tommi Mikkonen

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

The ever-rising computation demand is forcing the move from the CPU to heterogeneous specialized hardware, which is readily available across modern datacenters through disaggregated infrastructure. On the other hand, trusted execution…

Cryptography and Security · Computer Science 2021-12-10 Moritz Schneider , Aritra Dhar , Ivan Puddu , Kari Kostiainen , Srdjan Capkun

This paper presents PUBSUB-SGX, a content-based publish-subscribe system that exploits trusted execution environments (TEEs), such as Intel SGX, to guarantee confidentiality and integrity of data as well as anonymity and privacy of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-27 Sergei Arnautov , Andrey Brito , Pascal Felber , Christof Fetzer , Franz Gregor , Robert Krahn , Wojciech Ozga , André Martin , Valerio Schiavoni , Fábio Silva , Marcus Tenorio , Nikolaus Thümmel

The increasing heterogeneity of hardware and software in the Internet of Things (IoT) poses a major challenge for the portability, maintainability and deployment of software on devices with limited resources. WebAssembly (WASM), originally…

Hardware Architecture · Computer Science 2025-12-02 Mislav Has , Tao Xiong , Fehmi Ben Abdesslem , Mario Kušek

Nowadays, enterprises widely deploy Network Functions (NFs) and server applications in the cloud. However, processing of sensitive data and trusted execution cannot be securely deployed in the untrusted cloud. Cloud providers themselves…

Networking and Internet Architecture · Computer Science 2018-02-21 Spyridon Mastorakis , Tahrina Ahmed , Jayaprakash Pisharath

Confidential computing is a security paradigm that enables the protection of confidential code and data in a co-tenanted cloud deployment using specialized hardware isolation units called Trusted Execution Environments (TEEs). By…

Cryptography and Security · Computer Science 2024-01-18 Abhiroop Sarkar , Alejandro Russo