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Confidential computing is a key technology for isolating high-assurance applications from the large amounts of untrusted code typical in modern systems. Existing confidential computing systems cannot be certified for use in critical…

Cryptography and Security · Computer Science 2023-11-02 Wojciech Ozga , Guerney D. H. Hunt , Michael V. Le , Elaine R. Palmer , Avraham Shinnar

Least-privilege separation decomposes applications into compartments limited to accessing only what they need. When compartmentalizing existing software, many approaches neglect securing the new inter-compartment interfaces, although what…

Cryptography and Security · Computer Science 2023-01-06 Hugo Lefeuvre , Vlad-Andrei Bădoiu , Yi Chien , Felipe Huici , Nathan Dautenhahn , Pierre Olivier

Large Language Model (LLM) agents are increasingly used to automate complex workflows, but integrating untrusted external data with privileged execution exposes them to severe security risks, particularly direct and indirect prompt…

Cryptography and Security · Computer Science 2026-04-28 Zonghao Ying , Haozheng Wang , Jiangfan Liu , Quanchen Zou , Aishan Liu , Jian Yang , Yaodong Yang , Xianglong Liu

In modern computing environments, hardware resources are commonly shared, and parallel computation is widely used. Parallel tasks can cause privacy and security problems if proper isolation is not enforced. Intel proposed SGX to create a…

Cryptography and Security · Computer Science 2017-08-22 Ahmad Moghimi , Gorka Irazoqui , Thomas Eisenbarth

Large-scale systems that compute analytics over a fleet of devices must achieve high privacy and security standards while also meeting data quality, usability, and resource efficiency expectations. We present a next-generation federated…

Network Function Virtualization (NFV) promises the benefits of reduced infrastructure, personnel, and management costs by outsourcing network middleboxes to the public or private cloud. Unfortunately, running network functions in the cloud…

Networking and Internet Architecture · Computer Science 2018-02-05 Dmitrii Kuvaiskii , Somnath Chakrabarti , Mona Vij

Large Language Models (LLMs) are increasingly used in circuit design tasks and have typically undergone multiple rounds of training. Both the trained models and their associated training data are considered confidential intellectual…

Artificial Intelligence · Computer Science 2025-07-23 Dong Ben , Hui Feng , Qian Wang

Most existing solutions for protecting VMs assume known attack patterns or signatures and focus on detecting malicious manipulations of system files and kernel level memory structures. In this research we develop a system called ferify,…

Cryptography and Security · Computer Science 2020-04-21 Alexis Peppas , Geoffrey G. Xie , Charles Prince

Privacy and confidentiality of medical data are of utmost importance in healthcare settings. ViTs, the SOTA vision model, rely on large amounts of patient data for training, which raises concerns about data security and the potential for…

Computer Vision and Pattern Recognition · Computer Science 2023-05-16 Raza Imam , Muhammad Huzaifa , Mohammed El-Amine Azz

Recent years have witnessed remarkable progress in developing Vision-Language Models (VLMs) capable of processing both textual and visual inputs. These models have demonstrated impressive performance, leading to their widespread adoption in…

Image and Video Processing · Electrical Eng. & Systems 2025-07-15 Hanene F. Z. Brachemi Meftah , Wassim Hamidouche , Sid Ahmed Fezza , Olivier Déforges

Processing sensitive data, such as those produced by body sensors, on third-party untrusted clouds is particularly challenging without compromising the privacy of the users generating it. Typically, these sensors generate large quantities…

Cryptography and Security · Computer Science 2019-06-18 Carlos Segarra , Ricard Delgado-Gonzalo , Mathieu Lemay , Pierre-Louis Aublin , Peter Pietzuch , Valerio Schiavoni

AI Accelerator (AIA) are specialized hardware e.g., Tensor Processing Unit (TPU), that enable optimal and efficient execution of AI applications and on-device inference. The growing demand for AI applications has led to the widespread…

Cryptography and Security · Computer Science 2026-05-19 Datta Manikanta Sri Hari Danduri , Aravind Kumar Machiry

In the evolving landscape of autonomous vehicles, ensuring robust in-vehicle network (IVN) security is paramount. This paper introduces an advanced intrusion detection system (IDS) called KD-XVAE that uses a Variational Autoencoder…

Cryptography and Security · Computer Science 2024-10-16 Muhammet Anil Yagiz , Pedram MohajerAnsari , Mert D. Pese , Polat Goktas

Trusted execution environments like Intel SGX provide \emph{enclaves}, which offer strong security guarantees for applications. Running entire applications inside enclaves is possible, but this approach leads to a large trusted computing…

Cryptography and Security · Computer Science 2023-12-21 Peterson Yuhala , Pascal Felber , Hugo Guiroux , Jean-Pierre Lozi , Alain Tchana , Valerio Schiavoni , Gaël Thomas

Synthetic data refers to artificial samples generated by models. While it has been validated to significantly enhance the performance of large language models (LLMs) during training and has been widely adopted in LLM development, potential…

Cryptography and Security · Computer Science 2025-10-27 Zi Liang , Qingqing Ye , Xuan Liu , Yanyun Wang , Jianliang Xu , Haibo Hu

Using cloud-based applications comes with privacy implications, as the end-user looses control over their data. While encrypting all data on the client is possible, it largely reduces the usefulness of database management systems (DBMS)…

Cryptography and Security · Computer Science 2024-11-05 Louis Vialar , Jämes Ménétrey , Valerio Schiavoni , Pascal Felber

Memory-safety violations are a prevalent cause of both reliability and security vulnerabilities in systems software written in unsafe languages like C/C++. Unfortunately, all the existing software-based solutions to this problem exhibit…

Cryptography and Security · Computer Science 2017-06-19 Oleksii Oleksenko , Dmitrii Kuvaiskii , Pramod Bhatotia , Pascal Felber , Christof Fetzer

Intel SGX and hypervisors isolate non-privileged programs from other software, ensuring confidentiality and integrity. However, side-channel attacks continue to threaten Intel SGX's security, enabling malicious OS to manipulate PTE present…

Cryptography and Security · Computer Science 2025-09-05 Gang Liu , Ningjie Li , Cen Chen

The Instruction Set Architecture (ISA) defines processor operations and serves as the interface between hardware and software. As an open ISA, RISC-V lowers the barriers to processor design and encourages widespread adoption, but also…

Cryptography and Security · Computer Science 2026-01-21 Hao Lyu , Jingzheng Wu , Xiang Ling , Yicheng Zhong , Zhiyuan Li , Tianyue Luo

Attackers willing to compromise computing systems can use malicious peripherals as an attack vector, threatening users that cannot verify the hardware's authenticity. To address this problem, our work uses the Security Protocol and Data…

Cryptography and Security · Computer Science 2026-05-11 Ágatha de Freitas , Marcos A. Simplicio , Bruno C. Albertini , Renan C. A. Alves