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Deploying machine learning (ML) models on user devices can improve privacy (by keeping data local) and reduce inference latency. Trusted Execution Environments (TEEs) are a practical solution for protecting proprietary models, yet existing…

Cryptography and Security · Computer Science 2025-12-02 Sina Abdollahi , Mohammad Maheri , Sandra Siby , Marios Kogias , Hamed Haddadi

Software-based memory-erasure protocols are two-party communication protocols where a verifier instructs a computational device to erase its memory and send a proof of erasure. They aim at guaranteeing that low-cost IoT devices are free of…

Cryptography and Security · Computer Science 2025-09-15 Reynaldo Gil-Pons , Sjouke Mauw , Rolando Trujillo-Rasua

The growth of cloud computing has revolutionized data processing and storage capacities to another levels of scalability and flexibility. But in the process, it has created a huge challenge of security, especially in terms of safeguarding…

Cryptography and Security · Computer Science 2025-11-07 Dhruv Deepak Agarwal , Aswani Kumar Cherukuri

Despite decades of efforts to resolve, memory safety violations are still persistent and problematic in modern systems. Various defense mechanisms have been proposed, but their deployment in real systems remains challenging because of…

Hardware Architecture · Computer Science 2023-08-08 Yonghae Kim , Anurag Kar , Jaewon Lee , Jaekyu Lee , Hyesoon Kim

Ensuring system correctness, such as memory safety, can eliminate security vulnerabilities that attackers could exploit in the first place. However, high and unpredictable performance degradation remains a primary challenge. Recognizing…

Cryptography and Security · Computer Science 2024-08-28 Myoung Jin Nam

In an increasingly interconnected world, protecting electronic devices has grown more crucial because of the dangers of data extraction, reverse engineering, and hardware tampering. Producing chips in a third-party manufacturing company can…

Cryptography and Security · Computer Science 2025-07-08 Tanvir Rahman , A. B. M. Harun-ur Rashid

Managing stateful resources safely and expressively is a longstanding challenge in programming languages, especially in the presence of aliasing. While scope-based constructs such as Java's synchronized blocks offer ease of reasoning, they…

Programming Languages · Computer Science 2025-10-13 Songlin Jia , Craig Liu , Siyuan He , Haotian Deng , Yuyan Bao , Tiark Rompf

We introduce CapStARE, a capsule-based spatio-temporal architecture for gaze estimation that integrates a ConvNeXt backbone, capsule formation with attention routing, and dual GRU decoders specialized for slow and rapid gaze dynamics. This…

Computer Vision and Pattern Recognition · Computer Science 2025-09-25 Miren Samaniego , Igor Rodriguez , Elena Lazkano

Network services are among the riskiest programs executed by production systems. Such services execute large quantities of complex code and process data from arbitrary and untrusted network sources, often with high levels of system…

Cryptography and Security · Computer Science 2019-09-27 Mahya Soleimani Jadidi , Mariusz Zaborski , Brian Kidney , Jonathan Anderson

With the alarming rate of security advisories and privacy concerns on connected devices, there is an urgent need for strong isolation guarantees in resource-constrained devices that demand very lightweight solutions. However, the status quo…

Operating Systems · Computer Science 2020-04-13 Zahra Tarkhani , Anil Madhavapeddy

Temporal memory corruptions are commonly exploited software vulnerabilities that can lead to powerful attacks. Despite significant progress made by decades of research on mitigation techniques, existing countermeasures fall short due to…

Cryptography and Security · Computer Science 2020-10-27 Reza Mirzazade Farkhani , Mansour Ahmadi , Long Lu

Confidential Virtual Machines (CVMs) are increasingly adopted to protect sensitive workloads from privileged adversaries such as the hypervisor. While they provide strong isolation guarantees, existing CVM architectures lack first-class…

Cryptography and Security · Computer Science 2026-05-07 Sina Abdollahi , Amir Al Sadi , David Kotz , Marios Kogias , Hamed Haddadi

Utilising quantum computing technology to enhance artificial intelligence systems is expected to improve training and inference times, increase robustness against noise and adversarial attacks, and reduce the number of parameters without…

Software Engineering · Computer Science 2024-12-18 Mykhailo Klymenko , Thong Hoang , Xiwei Xu , Zhenchang Xing , Muhammad Usman , Qinghua Lu , Liming Zhu

Computational resource constraints on edge devices make it difficult to develop a fully embedded AI companion system with a satisfactory user experience. AI companion and memory systems detailed in existing literature cannot be directly…

Artificial Intelligence · Computer Science 2026-01-14 Rahul Gupta , Stephen D. H. Hsu

Preventing abuse of web services by bots is an increasingly important problem, as abusive activities grow in both volume and variety. CAPTCHAs are the most common way for thwarting bot activities. However, they are often ineffective against…

Cryptography and Security · Computer Science 2020-07-22 Yoshimichi Nakatsuka , Ercan Ozturk , Andrew Paverd , Gene Tsudik

Advances in semiconductor technology are contributing to the increasing complexity in the design of embedded systems. Architectures with novel techniques such as evolvable nature and autonomous behavior have engrossed lot of attention. This…

Neural and Evolutionary Computing · Computer Science 2007-05-23 Mohd Abubakr , R. M. Vinay

The mass integration and deployment of intelligent technologies within critical commercial, industrial and public environments have a significant impact on business operations and society as a whole. Though integration of these critical…

Cryptography and Security · Computer Science 2020-04-07 Fahad Siddiqui , Matthew Hagan , Sakir Sezer

Almost all modern hardware, from phone SoCs to high-end servers with accelerators, contain memory translation and protection hardware like IOMMUs, firewalls, and lookup tables which make it impossible to reason about, and enforce protection…

Operating Systems · Computer Science 2020-09-08 Reto Achermann , Nora Hossle , Lukas Humbel , Daniel Schwyn , David Cock , Timothy Roscoe

Quantum memories are key components of emerging quantum technologies. They are designed to store quantum states and retrieve them on demand without losing features such as superposition and entanglement. Verifying that a memory preserves…

With the application of machine learning to security-critical and sensitive domains, there is a growing need for integrity and privacy in computation using accelerators, such as GPUs. Unfortunately, the support for trusted execution on GPUs…

Cryptography and Security · Computer Science 2022-09-08 Andrei Ivanov , Benjamin Rothenberger , Arnaud Dethise , Marco Canini , Torsten Hoefler , Adrian Perrig
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