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Unauthorized data alteration has been a longstanding threat since the emergence of malware. System and application software can be reinstalled and hardware can be replaced, but user data is priceless in many cases. Especially in recent…

Cryptography and Security · Computer Science 2019-05-28 Lianying Zhao , Mohammad Mannan

Nowadays, enterprises widely deploy Network Functions (NFs) and server applications in the cloud. However, processing of sensitive data and trusted execution cannot be securely deployed in the untrusted cloud. Cloud providers themselves…

Networking and Internet Architecture · Computer Science 2018-02-21 Spyridon Mastorakis , Tahrina Ahmed , Jayaprakash Pisharath

Both AMD and Intel have presented technologies for confidential computing in cloud environments. The proposed solutions - AMD SEV (-ES, -SNP) and Intel TDX - protect Virtual Machines (VMs) against attacks from higher privileged layers…

Cryptography and Security · Computer Science 2021-09-23 Felicitas Hetzelt , Martin Radev , Robert Buhren , Mathias Morbitzer , Jean-Pierre Seifert

In this paper, we propose a new secure machine learning inference platform assisted by a small dedicated security processor, which will be easier to protect and deploy compared to today's TEEs integrated into high-performance processors.…

Cryptography and Security · Computer Science 2024-10-30 Pengzhi Huang , Thang Hoang , Yueying Li , Elaine Shi , G. Edward Suh

We often interact with untrusted parties. Prioritization of privacy can limit the effectiveness of these interactions, as achieving certain goals necessitates sharing private data. Traditionally, addressing this challenge has involved…

Cryptography and Security · Computer Science 2025-01-16 Ilia Shumailov , Daniel Ramage , Sarah Meiklejohn , Peter Kairouz , Florian Hartmann , Borja Balle , Eugene Bagdasarian

Trusted Execution Environments (TEEs) embedded in IoT devices provide a deployable solution to secure IoT applications at the hardware level. By design, in TEEs, the Trusted Operating System (Trusted OS) is the primary component. It enables…

Cryptography and Security · Computer Science 2023-09-27 Qinying Wang , Boyu Chang , Shouling Ji , Yuan Tian , Xuhong Zhang , Binbin Zhao , Gaoning Pan , Chenyang Lyu , Mathias Payer , Wenhai Wang , Raheem Beyah

This paper presents C8s, a confidential computing architecture for Kubernetes that provides cryptographically rooted confidentiality, integrity, and verifiability guarantees for Kubernetes clusters from infrastructure operators. These…

Cryptography and Security · Computer Science 2026-05-01 Amean Asad , Patrick McClurg , João Andrade

The rapid adaptation of data driven AI models, such as deep learning inference, training, Vision Transformers (ViTs), and other HPC applications, drives a strong need for runtime precision configurable different non linear activation…

Hardware Architecture · Computer Science 2026-02-12 Mukul Lokhande , Gopal Raut , Santosh Kumar Vishvakarma

Security-critical tasks require proper isolation from untrusted software. Chip manufacturers design and include trusted execution environments (TEEs) in their processors to secure these tasks. The integrity and security of the software in…

Cryptography and Security · Computer Science 2017-07-19 Yue Chen , Yulong Zhang , Zhi Wang , Tao Wei

This paper considers a federated learning system composed of a central coordinating server and multiple distributed local workers, all having access to trusted execution environments (TEEs). In order to ensure that the untrusted workers…

Cryptography and Security · Computer Science 2021-11-05 Wensheng Zhang , Trent Muhr

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…

Cryptography and Security · Computer Science 2026-02-12 Abhishek Saini , Haolin Jiang , Hang Liu

Applications running in Trusted Execution Environments (TEEs) commonly use untrusted external services such as host File System. Adversaries may maliciously alter the normal service behavior to trigger subtle application bugs that would…

Cryptography and Security · Computer Science 2022-11-15 Meni Orenbach , Bar Raveh , Alon Berkenstadt , Yan Michalevsky , Shachar Itzhaky , Mark Silberstein

The growing scalability demand of public Blockchains led to the rise of Layer-2 solutions, such as Rollups. Rollups improve transaction throughput by processing operations off-chain and posting the results on-chain. A critical component in…

Cryptography and Security · Computer Science 2026-03-24 Giovanni Maria Cristiano , Salvatore D'Antonio , Jonah Giglio , Giovanni Mazzeo , Luigi Romano

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

In the rapidly evolving landscape of 5G technology, the adoption of cloud-based infrastructure for the deployment of 5G services has become increasingly common. Using a service-based architecture, critical 5G components, such as the Access…

Cryptography and Security · Computer Science 2025-10-06 Al Nahian Bin Emran , Rajendra Upadhyay , Rajendra Paudyal , Lisa Donnan , Duminda Wijesekera

Recent proliferation of embedded systems has generated a bold new paradigm, known as open embedded systems. While traditional embedded systems provide only closed base applications (natively-installed software) to users, open embedded…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-06-30 Hiroaki Inoue

When neural network model and data are outsourced to cloud server for inference, it is desired to preserve the confidentiality of model and data as the involved parties (i.e., cloud server, model providing client and data providing client)…

Cryptography and Security · Computer Science 2022-06-07 Pinglan Liu , Wensheng Zhang

In this paper a pipelined architecture of a high speed network security processor (NSP) for SSL,TLS protocol is implemented on a system on chip (SOC) where hardware information of all encryption, hashing and key exchange algorithms are…

Hardware Architecture · Computer Science 2016-11-25 Rourab Paul , Amlan Chakrabarti , Ranjan Ghosh

Future improvements in large language model (LLM) services increasingly hinge on access to high-value professional knowledge rather than more generic web data. However, the data providers of this knowledge face a skewed tradeoff between…

Operating Systems · Computer Science 2025-12-22 Yifeng Cai , Zhida An , Yuhan Meng , Houqian Liu , Pengli Wang , Hanwen Lei , Yao Guo , Ding Li

Authentication proxies, which store users' secret credentials and submit them to servers on their behalf, offer benefits with respect to security of the authentication and usability of credential management. However, as being a service that…

Cryptography and Security · Computer Science 2015-12-29 Yusuf Uzunay , Kemal Bicakci