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In recent years, the increasing awareness of cybersecurity has led to a heightened focus on information security within hardware devices and products. Incorporating Trusted Execution Environments (TEEs) into product designs has become a…

Cryptography and Security · Computer Science 2025-07-14 Chun-I Fan , Li-En Chang , Cheng-Han Shie

Foundation Models (FMs) display exceptional performance in tasks such as natural language processing and are being applied across a growing range of disciplines. Although typically trained on large public datasets, FMs are often fine-tuned…

Cryptography and Security · Computer Science 2024-10-10 Marcin Chrapek , Anjo Vahldiek-Oberwagner , Marcin Spoczynski , Scott Constable , Mona Vij , Torsten Hoefler

Video-analytics-as-a-service is becoming an important offering for cloud providers. A key concern in such services is privacy of the videos being analyzed. While trusted execution environments (TEEs) are promising options for preventing the…

Cryptography and Security · Computer Science 2020-06-24 Rishabh Poddar , Ganesh Ananthanarayanan , Srinath Setty , Stavros Volos , Raluca Ada Popa

A TrustZone TEE often invokes an external filesystem. While filedata can be encrypted, the revealed file activities can leak secrets. To hide the file activities from the filesystem and its OS, we propose Enigma, a deception-based defense…

Cryptography and Security · Computer Science 2022-05-26 Liwei Guo , Kaiyang Zhao , Yiying Zhang , Felix Xiaozhu Lin

With the wide deployment of public cloud computing infrastructures, using clouds to host data query services has become an appealing solution for the advantages on scalability and cost-saving. However, some data might be sensitive that the…

Databases · Computer Science 2013-01-10 Huiqi Xu , Shumin Guo , Keke Chen

Privacy and security challenges in Machine Learning (ML) have become increasingly severe, along with ML's pervasive development and the recent demonstration of large attack surfaces. As a mature system-oriented approach, Confidential…

Cryptography and Security · Computer Science 2024-06-04 Fan Mo , Zahra Tarkhani , Hamed Haddadi

The rise of cloud computing has spurred a trend of transferring data storage and computational tasks to the cloud. To protect confidential information such as customer data and business details, it is essential to encrypt this sensitive…

Cryptography and Security · Computer Science 2024-04-18 Shyam Murthy , Santosh Kumar Upadhyaya , Srinivas Vivek

Privacy and security-related concerns are growing as machine learning reaches diverse application domains. The data holders want to train or infer with private data while exploiting accelerators, such as GPUs, that are hosted in the cloud.…

Cryptography and Security · Computer Science 2022-07-04 Hanieh Hashemi , Yongqin Wang , Murali Annavaram

Present-day quantum computers suffer from various noises or errors such as gate error, relaxation, dephasing, readout error, and crosstalk. Besides, they offer a limited number of qubits with restrictive connectivity. Therefore, quantum…

The classification service over a stream of data is becoming an important offering for cloud providers, but users may encounter obstacles in providing sensitive data due to privacy concerns. While Trusted Execution Environments (TEEs) are…

Cryptography and Security · Computer Science 2022-03-04 Qifan Wang , Shujie Cui , Lei Zhou , Ocean Wu , Yonghua Zhu , Giovanni Russello

Container runtimes provide a stable operational interface for deploying, monitoring, and controlling modern workloads, while trusted execution environments (TEEs) provide hardware-enforced isolation for sensitive computation. Existing…

Cryptography and Security · Computer Science 2026-05-14 Di Lu , Qingwen Zhang , Yujia Liu , Xuewen Dong , Yulong Shen , Zhiquan Liu , Jianfeng Ma

Selective data protection is a promising technique to defend against the data leakage attack. In this paper, we revisit technical challenges that were neglected when applying this protection to real applications. These challenges include…

Cryptography and Security · Computer Science 2021-06-01 Lin Ma , Jinyan Xu , Jiadong Sun , Yajin Zhou , Xun Xie , Wenbo Shen , Rui Chang , Kui Ren

The growing complexity of modern computing platforms and the need for strong isolation protections among their software components has led to the increased adoption of Trusted Execution Environments (TEEs). While several commercial and…

Cryptography and Security · Computer Science 2022-05-26 Moritz Schneider , Ramya Jayaram Masti , Shweta Shinde , Srdjan Capkun , Ronald Perez

Data-driven intelligent applications in modern online services have become ubiquitous. These applications are usually hosted in the untrusted cloud computing infrastructure. This poses significant security risks since these applications…

Cryptography and Security · Computer Science 2021-01-21 Do Le Quoc , Franz Gregor , Sergei Arnautov , Roland Kunkel , Pramod Bhatotia , Christof Fetzer

Recent technological advancements have proliferated the use of small embedded devices for collecting, processing, and transferring the security-critical information. The Internet of Things (IoT) has enabled remote access and control of…

Cryptography and Security · Computer Science 2021-01-19 Avani Dave , Nilanjan Banerjee , Chintan Patel

When deploying mission-critical systems in the cloud, where deviations may have severe consequences, the assurance of critical decisions becomes essential. Typical cloud systems are operated by third parties and are built on complex…

Software Engineering · Computer Science 2023-12-20 Lev Sorokin , Ulrich Schoepp

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

Edge computing promises to reshape the centralized nature of today's cloud-based applications by bringing computing resources, at least in part, closer to the user. Reasons include the increasing need for real-time (short-delay,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-31 Christian Meurisch

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…

Cryptography and Security · Computer Science 2020-08-13 Md Shihabul Islam , Mustafa Safa Ozdayi , Latifur Khan , Murat Kantarcioglu

The widespread adoption of cloud computing has resulted in the proliferation of open source cloud computing frameworks that give more control to enterprises over their data and networks. Though the benefits of open source software are…

Software Engineering · Computer Science 2018-05-16 Irum Rauf , Elena Troubitsyna