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Homomorphic Encryption (HE) enables secure computation on encrypted data, addressing privacy concerns in cloud computing. However, the high computational cost of HE operations, particularly matrix multiplication (MM), remains a major…

硬件体系结构 · 计算机科学 2025-12-18 Zhihan Xu , Rajgopal Kannan , Viktor K. Prasanna

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…

密码学与安全 · 计算机科学 2024-10-25 Wenhao Wang , Linke Song , Benshan Mei , Shuang Liu , Shijun Zhao , Shoumeng Yan , XiaoFeng Wang , Dan Meng , Rui Hou

Cloud deep learning platforms provide cost-effective deep neural network (DNN) training for customers who lack computation resources. However, cloud systems are often untrustworthy and vulnerable to attackers, leading to growing concerns…

密码学与安全 · 计算机科学 2024-01-23 Rongwu Xu , Zhixuan Fang

Trusted Execution Environments (TEEs) are deployed in many CPU designs because of the confidentiality and integrity guarantees they provide. ARM TrustZone is a TEE extensively deployed on smart phones, IoT devices, and notebooks.…

密码学与安全 · 计算机科学 2023-11-17 Haoqi Shan , Sravani Nissankararao , Yujia Liu , Moyao Huang , Shuo Wang , Yier Jin , Dean Sullivan

Confidential computing plays an important role in isolating sensitive applications from the vast amount of untrusted code commonly found in the modern cloud. We argue that it can also be leveraged to build safer and more secure…

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.…

密码学与安全 · 计算机科学 2024-10-07 Gwenn Le Gonidec , Maria Méndez Real , Guillaume Bouffard , Jean-Christophe Prévotet

Modern computer systems tend to rely on large trusted computing bases (TCBs) for operations. To address the TCB bloating problem, hardware vendors have developed mechanisms to enable or facilitate the creation of a trusted execution…

密码学与安全 · 计算机科学 2023-01-02 Rabimba Karanjai , Lei Xu , Lin Chen , Fengwei Zhang , Zhimin Gao , Weidong Shi

Robust speech recognition systems rely on cloud service providers for inference. It needs to ensure that an untrustworthy provider cannot deduce the sensitive content in speech. Sanitization can be done on speech content keeping in mind…

音频与语音处理 · 电气工程与系统科学 2025-12-02 Afsara Benazir , Felix Xiaozhu Lin

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…

密码学与安全 · 计算机科学 2018-11-27 Carlton Shepherd , Raja N. Akram , Konstantinos Markantonakis

Using public cloud services for storing and sharing confidential data requires end users to cryptographically protect both the data and the access to the data. In some cases, the identity of end users needs to remain confidential against…

密码学与安全 · 计算机科学 2020-04-07 Stefan Contiu , Sébastien Vaucher , Rafael Pires , Marcelo Pasin , Pascal Felber , Laurent Réveillère

Blockchain and distributed ledger technologies (DLTs) facilitate decentralized computations across trust boundaries. However, ensuring complex computations with low gas fees and confidentiality remains challenging. Recent advances in…

密码学与安全 · 计算机科学 2026-02-12 Fernando Castillo , Jonathan Heiss , Sebastian Werner , Stefan Tai

While the security of the cloud remains a concern, a common practice is to encrypt data before outsourcing them for utilization. One key challenging issue is how to efficiently perform queries over the ciphertext. Conventional crypto-based…

密码学与安全 · 计算机科学 2019-12-19 Yaxing Chen , Qinghua Zheng , Dan Liu , Zheng Yan , Wenhai Sun , Ning Zhang , Wenjing Lou , Y. Thomas Hou

The run-time electromagnetic (EM) emanation of microprocessors presents a side-channel that leaks the confidentiality of the applications running on them. Many recent works have demonstrated successful attacks leveraging such side-channels…

密码学与安全 · 计算机科学 2025-10-16 Nuntipat Narkthong , Yukui Luo , Xiaolin Xu

We provide an evaluation of an analytical workload in a confidential computing environment, combining DuckDB with two technologies: modular columnar encryption in Parquet files (data at rest) and the newest version of the Intel SGX Trusted…

数据库 · 计算机科学 2024-05-31 Ilaria Battiston , Lotte Felius , Sam Ansmink , Laurens Kuiper , Peter Boncz

In this work, we consider the problem of designing secure and efficient federated learning (FL) frameworks. Existing solutions either involve a trusted aggregator or require heavyweight cryptographic primitives, which degrades performance…

密码学与安全 · 计算机科学 2022-01-31 Jieren Deng , Chenghong Wang , Xianrui Meng , Yijue Wang , Ji Li , Sheng Lin , Shuo Han , Fei Miao , Sanguthevar Rajasekaran , Caiwen Ding

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…

密码学与安全 · 计算机科学 2026-03-06 Ruidong Han , Zhou Yang , Chengyan Ma , Ye Liu , Yuqing Niu , Siqi Ma , Debin Gao , David Lo

Homomorphic encryption (HE) enables computation on encrypted data, and hence it has a great potential in privacy-preserving outsourcing of computations to the cloud. Hardware acceleration of HE is crucial as software implementations are…

密码学与安全 · 计算机科学 2022-10-13 Ahmet Can Mert , Aikata , Sunmin Kwon , Youngsam Shin , Donghoon Yoo , Yongwoo Lee , Sujoy Sinha Roy

As AI capabilities advance rapidly, flexible hardware-enabled guarantees (flexHEGs) offer opportunities to address international security challenges through comprehensive governance frameworks. This report examines how flexHEGs could enable…

密码学与安全 · 计算机科学 2025-06-19 Onni Aarne , James Petrie

Shared cache resources in multi-core processors are vulnerable to cache side-channel attacks. Recently proposed defenses have their own caveats: Randomization-based defenses are vulnerable to the evolving attack algorithms besides relying…

密码学与安全 · 计算机科学 2021-10-18 Ghada Dessouky , Alexander Gruler , Pouya Mahmoody , Ahmad-Reza Sadeghi , Emmanuel Stapf

Cloud computing is a convenient model for processing data remotely. However, users must trust their cloud provider with the confidentiality and integrity of the stored and processed data. To increase the protection of virtual machines, AMD…

密码学与安全 · 计算机科学 2020-10-15 Martin Radev , Mathias Morbitzer
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