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Confidential Computing has emerged to address data security challenges in cloud-centric deployments by protecting data in use through hardware-level isolation. However, reliance on a single hardware root of trust (RoT) limits user…

Cryptography and Security · Computer Science 2024-12-13 Ketong Shang , Jiangnan Lin , Yu Qin , Muyan Shen , Hongzhan Ma , Wei Feng , Dengguo Feng

The increasing adoption of Large Language Models (LLMs) in cloud environments raises critical security concerns, particularly regarding model confidentiality and data privacy. Confidential computing, enabled by Trusted Execution…

Performance · Computer Science 2025-02-18 Ben Dong , Qian Wang

Modern computing systems are limited in performance by the memory bandwidth available to processors, a problem known as the memory wall. Processing-in-Memory (PIM) promises to substantially improve this problem by moving processing closer…

Cryptography and Security · Computer Science 2025-04-24 Sahar Ghoflsaz Ghinani , Jingyao Zhang , Elaheh Sadredini

Cyber-physical systems (CPS) are vulnerable to attacks targeting outgoing actuation commands that modify their physical behaviors. The limited resources in such systems, coupled with their stringent timing constraints, often prevents the…

Cryptography and Security · Computer Science 2023-04-28 Monowar Hasan , Sibin Mohan

Trusted-execution environments (TEE), like Intel SGX, isolate user-space applications into secure enclaves without trusting the OS. Thus, TEEs reduce the trusted computing base, but add one to two orders of magnitude slow-down. The…

Cryptography and Security · Computer Science 2020-10-19 Zhijingcheng Yu , Shweta Shinde , Trevor E. Carlson , Prateek Saxena

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

Trusted Execution Environments (TEEs) are gradually adopted by major cloud providers, offering a practical option of \emph{confidential computing} for users who don't fully trust public clouds. TEEs use CPU-enabled hardware features to…

Cryptography and Security · Computer Science 2023-08-15 AKM Mubashwir Alam , Keke Chen

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

The majority of mobile devices today are based on Arm architecture that supports the hosting of trusted applications in Trusted Execution Environment (TEE). RISC-V is a relatively new open-source instruction set architecture that was…

Cryptography and Security · Computer Science 2023-04-28 Vladimir Ushakov , Sampo Sovio , Qingchao Qi , Vijayanand Nayani , Valentin Manea , Philip Ginzboorg , Jan Erik Ekberg

Data hosted in a cloud environment can be subject to attacks from a higher privileged adversary, such as a malicious or compromised cloud provider. To provide confidentiality and integrity even in the presence of such an adversary, a number…

Cryptography and Security · Computer Science 2019-07-24 Mathias Morbitzer

Trusted Execution Environments (TEEs) are designed to protect the privacy and integrity of data in use. They enable secure data processing and sharing in peer-to-peer networks, such as vehicular ad hoc networks of autonomous vehicles,…

Cryptography and Security · Computer Science 2025-07-22 Ceren Kocaoğullar , Gustavo Petri , Dominic P. Mulligan , Derek Miller , Hugo J. M. Vincent , Shale Xiong , Alastair R. Beresford

This study identifies and proposes techniques to alleviate two key bottlenecks to executing deep neural networks in trusted execution environments (TEEs): page thrashing during the execution of convolutional layers and the decryption of…

Cryptography and Security · Computer Science 2021-10-01 Jean-Baptiste Truong , William Gallagher , Tian Guo , Robert J. Walls

As cloud-based ML expands, ensuring data security during training and inference is critical. GPU-based Trusted Execution Environments (TEEs) offer secure, high-performance solutions, with CPU TEEs managing data movement and GPU TEEs…

Cryptography and Security · Computer Science 2024-10-22 Yongqin Wang , Rachit Rajat , Jonghyun Lee , Tingting Tang , Murali Annavaram

Secure and trustworthy execution in heterogeneous SoCs is a major priority in the modern computing system. Security of SoCs mainly addresses two broad layers of trust issues: 1. Protection against hardware security threats(Side-channel, IP…

Cryptography and Security · Computer Science 2022-09-28 Muhammed Kawser Ahmed , Sujan Kumar Saha , Christophe Bobda

Hardware-secured remote attestation is essential to establishing trust in the integrity of confidential virtual machines (cVMs), but is difficult to use in practice because verifying attestation evidence requires the use of…

Cryptography and Security · Computer Science 2026-05-01 Parsa Sadri Sinaki , Zainab Ahmad , Wentao Xie , Merlijn Sebrechts , Jimmy Kjällman , Lachlan J. Gunn

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

Cryptography and Security · Computer Science 2021-05-04 Hanieh Hashemi , Yongqin Wang , Murali Annavaram

We present a reusable, open-source software implementation of the second-order trust region algorithm in the new OpenTrustRegion library. We apply the implementation to the general-purpose optimization of molecular orbitals in various…

Chemical Physics · Physics 2025-12-10 Jonas Greiner , Ida-Marie Høyvik , Susi Lehtola , Janus J. Eriksen

This paper presents an approach to provide strong assurance of the secure execution of distributed event-driven applications on shared infrastructures, while relying on a small Trusted Computing Base. We build upon and extend security…

Cryptography and Security · Computer Science 2023-06-30 Gianluca Scopelliti , Sepideh Pouyanrad , Job Noorman , Fritz Alder , Christoph Baumann , Frank Piessens , Jan Tobias Mühlberg

Process mining techniques enable organizations to gain insights into their business processes through the analysis of execution records (event logs) stored by information systems. While most process mining efforts focus on…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-05 Davide Basile , Valerio Goretti , Luca Barbaro , Hajo A. Reijers , Claudio Di Ciccio

Recently, cloud control systems have gained increasing attention from the research community as a solution to implement networked cyber-physical systems (CPSs). Such an architecture can reduce deployment and maintenance costs albeit at the…

Cryptography and Security · Computer Science 2021-04-05 Amir Mohammad Naseri , Walter Lucia , Mohammad Mannan , Amr Youssef