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With the rapid increase in cloud computing, concerns surrounding data privacy, security, and confidentiality also have been increased significantly. Not only cloud providers are susceptible to internal and external hacks, but also in some…

密码学与安全 · 计算机科学 2020-01-27 M. Sadegh Riazi , Kim Laine , Blake Pelton , Wei Dai

Intel software guard extensions (SGX) aims to provide an isolated execution environment, known as an enclave, for a user-level process to maximize its confidentiality and integrity. In this paper, we study how uninitialized data inside a…

密码学与安全 · 计算机科学 2017-10-26 Sangho Lee , Taesoo Kim

During the past few years, we have witnessed various efforts to provide confidentiality and integrity for applications running in untrusted environments such as public clouds. In most of these approaches, hardware extensions such as Intel…

密码学与安全 · 计算机科学 2025-11-25 Robert Krahn , Nikson Kanti Paul , Franz Gregor , Do Le Quoc , Andrey Brito , André Martin , Christof Fetzer

We present DarkneTZ, a framework that uses an edge device's Trusted Execution Environment (TEE) in conjunction with model partitioning to limit the attack surface against Deep Neural Networks (DNNs). Increasingly, edge devices (smartphones…

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…

密码学与安全 · 计算机科学 2026-01-06 Di Lu , Mengna Sun , Qingwen Zhang , Yujia Liu , Jia Zhang , Xuewen Dong , Yulong Shen , Jianfeng Ma

Large Language Models (LLMs) deployed on mobile devices offer benefits like user privacy and reduced network latency, but introduce a significant security risk: the leakage of proprietary models to end users. To mitigate this risk, we…

密码学与安全 · 计算机科学 2025-11-18 Xunjie Wang , Jiacheng Shi , Zihan Zhao , Yang Yu , Zhichao Hua , Jinyu Gu

The deployment of large language models (LLMs) on third-party devices requires new ways to protect model intellectual property. While Trusted Execution Environments (TEEs) offer a promising solution, their performance limits can lead to a…

密码学与安全 · 计算机科学 2026-02-12 Abhishek Saini , Haolin Jiang , Hang Liu

With the wide adoption of large-scale Internet services and big data, the cloud has become the ideal environment to satisfy the ever-growing storage demand, thanks to its seemingly limitless capacity, high availability and faster access…

网络与互联网体系结构 · 计算机科学 2015-09-07 Amina Mseddi , Mohammad Ali Salahuddin , Mohamed Faten Zhani , Halima Elbiaze , Roch H. Glitho

The growing adoption of IoT devices in our daily life is engendering a data deluge, mostly private information that needs careful maintenance and secure storage system to ensure data integrity and protection. Also, the prodigious IoT…

密码学与安全 · 计算机科学 2020-08-13 Md Shihabul Islam , Mustafa Safa Ozdayi , Latifur Khan , Murat Kantarcioglu

An Edge-Cloud Continuum integrates edge and cloud resources to provide a flexible and scalable infrastructure. This paradigm can minimize latency by processing data closer to the source at the edge while leveraging the vast computational…

分布式、并行与集群计算 · 计算机科学 2025-11-04 Lucas Almeida , Maycon Peixoto

Accurately measuring time passing is critical for many applications. However, in Trusted Execution Environments (TEEs) such as Intel SGX, the time source is outside the Trusted Computing Base: a malicious host can manipulate the TEE's…

Federated Learning (FL) opens new perspectives for training machine learning models while keeping personal data on the users premises. Specifically, in FL, models are trained on the users devices and only model updates (i.e., gradients) are…

密码学与安全 · 计算机科学 2022-10-18 Aghiles Ait Messaoud , Sonia Ben Mokhtar , Vlad Nitu , Valerio Schiavoni

Intel's software guard extensions (SGX) provide hardware enclaves to guarantee confidentiality and integrity for sensitive code and data. However, systems leveraging such security mechanisms must often pay high performance overheads. A…

密码学与安全 · 计算机科学 2023-07-10 Peterson Yuhala , Michael Paper , Timothée Zerbib , Pascal Felber , Valerio Schiavoni , Alain Tchana

Cloud workloads combine software components from different parties to process sensitive data. Each component has its own trust model - it must protect its assets from the rest of the system, yet share sensitive data with components it…

密码学与安全 · 计算机科学 2026-05-22 Adrien Ghosn , Charly Castes , Neelu S. Kalani , Yuchen Qian , Marios Kogias , Edouard Bugnion

LLM serving platforms are increasingly deployed as multi-model cloud systems, where user demand is often long-tailed: a few popular large models receive most requests, while many smaller tail models remain underutilized. We propose…

分布式、并行与集群计算 · 计算机科学 2026-05-13 Jincheng Xie , Yawen Ling , Qi Xiao , Feiyu Zhang , Zhongyi Huang , Wen Hu , Yu Zheng

Serverless computing has emerged as a promising alternative to infrastructure- (IaaS) and platform-as-a-service (PaaS)cloud platforms for applications with ample parallelism and intermittent activity. Serverless promises greater resource…

分布式、并行与集群计算 · 计算机科学 2020-01-03 Shannon Joyner , Michael MacCoss , Christina Delimitrou , Hakim Weatherspoon

Trusted Execution Environments (TEEs) allow user processes to create enclaves that protect security-sensitive computation against access from the OS kernel and the hypervisor. Recent work has shown that TEEs are vulnerable to side-channel…

密码学与安全 · 计算机科学 2023-12-20 Shujie Cui , Haohua Li , Yuanhong Li , Zhi Zhang , Lluís Vilanova , Peter Pietzuch

Modern computing environments demand robust security measures to protect sensitive data and resources. Ciphertext-Policy Attribute-Based Encryption (CP-ABE) is a well-established encryption technique known for its fine-grained access…

密码学与安全 · 计算机科学 2024-09-12 Vivek Suryawanshi , Shamik Sural

A lease is an important primitive for building distributed protocols, and it is ubiquitously employed in distributed systems. However, the scope of the classic lease abstraction is restricted to the trusted computing infrastructure.…

分布式、并行与集群计算 · 计算机科学 2021-01-19 Bohdan Trach , Rasha Faqeh , Oleksii Oleksenko , Wojciech Ozga , Pramod Bhatotia , Christof Fetzer

Our objective is to protect the integrity and confidentiality of applications operating in untrusted environments. Trusted Execution Environments (TEEs) are not a panacea. Hardware TEEs fail to protect applications against Sybil, Fork and…

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