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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…

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

Trusted Execution Environments (TEEs) have emerged as a cornerstone for securing sensitive computations by providing isolated enclaves protected from untrusted software. However, their security guarantees are undermined by vulnerabilities…

Cryptography and Security · Computer Science 2026-05-07 Saltanat Firdous Allaqband , Deepanjali S , Rohit Srinivas R G , Devashish Gosain , Chester Rebeiro

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

Processing sensitive data, such as those produced by body sensors, on third-party untrusted clouds is particularly challenging without compromising the privacy of the users generating it. Typically, these sensors generate large quantities…

Cryptography and Security · Computer Science 2019-06-18 Carlos Segarra , Ricard Delgado-Gonzalo , Mathieu Lemay , Pierre-Louis Aublin , Peter Pietzuch , Valerio Schiavoni

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

With the increasing popularity of Internet of Things (IoT) devices, security concerns have become a major challenge: confidential information is constantly being transmitted (sometimes inadvertently) from user devices to untrusted cloud…

Cryptography and Security · Computer Science 2023-05-05 Peterson Yuhala

Over the past few years, several research groups have introduced innovative hardware designs for Trusted Execution Environments (TEEs), aiming to secure applications against potentially compromised privileged software, including the kernel.…

Cryptography and Security · Computer Science 2024-10-07 Gwenn Le Gonidec , Maria Méndez Real , Guillaume Bouffard , Jean-Christophe Prévotet

A number of trusted execution environments (TEEs) have been proposed by both academia and industry. However, most of them require specific hardware or firmware changes and are bound to specific hardware vendors (such as Intel, AMD, ARM, and…

Cryptography and Security · Computer Science 2022-12-09 Yuekai Jia , Shuang Liu , Wenhao Wang , Yu Chen , Zhengde Zhai , Shoumeng Yan , Zhengyu He

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

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

With the increasing popularity of Internet of Things (IoT) devices, securing sensitive user data has emerged as a major challenge. These devices often collect confidential information, such as audio and visual data, through peripheral…

Cryptography and Security · Computer Science 2023-12-21 Peterson Yuhala , Jämes Ménétrey , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

Cloud workloads have dominated generative AI based on large language models (LLM). Specialized hardware accelerators, such as GPUs, NPUs, and TPUs, play a key role in AI adoption due to their superior performance over general-purpose CPUs.…

Cryptography and Security · Computer Science 2024-07-17 Aritra Dhar , Clément Thorens , Lara Magdalena Lazier , Lukas Cavigelli

Integrity is critical for maintaining system security, as it ensures that only genuine software is loaded onto a machine. Although confidential virtual machines (CVMs) function within isolated environments separate from the host, it is…

Cryptography and Security · Computer Science 2024-10-25 Wenhao Wang , Linke Song , Benshan Mei , Shuang Liu , Shijun Zhao , Shoumeng Yan , XiaoFeng Wang , Dan Meng , Rui Hou

Heterogeneous computing, which incorporates GPUs, NPUs, and FPGAs, is increasingly utilized to improve the efficiency of computer systems. However, this shift has given rise to significant security and privacy concerns, especially when the…

Cryptography and Security · Computer Science 2024-12-19 Jiamin Shen , Yao Chen , Weng-Fai Wong , Ee-Chien Chang

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

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

Trusted Execution Environments (TEEs) are rapidly emerging as a root-of-trust for protecting sensitive applications and data using hardware-backed isolated worlds of execution. TEEs provide robust assurances regarding critical algorithm…

Cryptography and Security · Computer Science 2018-11-27 Carlton Shepherd , Raja N. Akram , Konstantinos Markantonakis

Encrypted databases have been studied for more than 10 years and are quickly emerging as a critical technology for the cloud. The current state of the art is to use property-preserving encrypting techniques (e.g., deterministic encryption)…

Cloud computing offers resource-constrained users big-volume data storage and energy-consuming complicated computation. However, owing to the lack of full trust in the cloud, the cloud users prefer privacy-preserving outsourced data…

Cryptography and Security · Computer Science 2021-06-29 Wenxiu Ding , Wei Sun , Zheng Yan , Robert H. Deng