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The current approach to connected and autonomous driving function development and evaluation uses model-in-the-loop simulation, hardware-in-the-loop simulation, and limited proving ground work followed by public road deployment of beta…

Robotics · Computer Science 2023-05-26 Xincheng Cao , Haochong Chen , Sukru Yaren Gelbal , Bilin Aksun-Guvenc , Levent Guvenc

Trusted Execution Environments (TEEs), such as Intel Software Guard eXtensions (SGX), are considered as a promising approach to resolve security challenges in clouds. TEEs protect the confidentiality and integrity of application code and…

Cryptography and Security · Computer Science 2020-12-14 Robert Krahn , Donald Dragoti , Franz Gregor , Do Le Quoc , Valerio Schiavoni , Pascal Felber , Clenimar Souza , Andrey Brito , Christof Fetzer

Extreme edge devices or Internet-of-thing nodes require both ultra-low power always-on processing as well as the ability to do on-demand sampling and processing. Moreover, support for IoT applications like voice recognition, machine…

Hardware Architecture · Computer Science 2023-01-24 Vikram Jain , Sebastian Giraldo , Jaro De Roose , Linyan Mei , Bert Boons , Marian Verhelst

In the Internet of Things era, where we see many interconnected and heterogeneous mobile and fixed smart devices, distributing the intelligence from the cloud to the edge has become a necessity. Due to limited computational and…

Computer Vision and Pattern Recognition · Computer Science 2021-10-04 Francesco Paissan , Alberto Ancilotto , Elisabetta Farella

Variational AutoEncoders (VAEs) provide a means to generate representational latent embeddings. Previous research has highlighted the benefits of achieving representations that are disentangled, particularly for downstream tasks. However,…

Computer Vision and Pattern Recognition · Computer Science 2019-11-18 Matthew J. Vowels , Necati Cihan Camgoz , Richard Bowden

This work investigates how disturbance-aware, robustness-embedded reference trajectories translate into driving performance when executed by professional drivers in a dynamic simulator. Three planned reference trajectories are compared…

The training, testing, and deployment, of autonomous vehicles requires realistic and efficient simulators. Moreover, because of the high variability between different problems presented in different autonomous systems, these simulators need…

A number of trusted execution environments (TEEs) have been proposed by both academia and industry. However, most of them require specific hardware or firmware changes and are bound to specific hardware vendors (such as Intel, AMD, ARM, and…

Cryptography and Security · Computer Science 2022-12-09 Yuekai Jia , Shuang Liu , Wenhao Wang , Yu Chen , Zhengde Zhai , Shoumeng Yan , Zhengyu He

Tiny Machine Learning (TinyML) systems, which enable machine learning inference on highly resource-constrained devices, are transforming edge computing but encounter unique security challenges. These devices, restricted by RAM and CPU…

Cryptography and Security · Computer Science 2024-11-12 Jacob Huckelberry , Yuke Zhang , Allison Sansone , James Mickens , Peter A. Beerel , Vijay Janapa Reddi

Electric motors can be damaged or operate improperly from a possible set of failures. Such failures are related to high or very low voltage and current levels, phase loss or blocked rotor. Therefore, it is important to protect these…

In this paper, we propose a new biometric verification and template protection system which we call the THRIVE system. The system includes novel enrollment and authentication protocols based on threshold homomorphic cryptosystem where the…

Cryptography and Security · Computer Science 2015-09-02 Cagatay Karabat , Mehmet Sabir Kiraz , Hakan Erdogan , Erkay Savas

Automotive software increasingly outpaces hardware availability, forcing late integration and expensive hardware-in-the-loop (HiL) bottlenecks. The InnoRegioChallenge project investigated whether a virtual test and integration environment…

Software Engineering · Computer Science 2026-05-05 Sebastian Dingler , Frederik Boenke

To safeguard user data privacy, on-device inference has emerged as a prominent paradigm on mobile and Internet of Things (IoT) devices. This paradigm involves deploying a model provided by a third party on local devices to perform inference…

Cryptography and Security · Computer Science 2025-05-30 Tong Sun , Bowen Jiang , Hailong Lin , Borui Li , Yixiao Teng , Yi Gao , Wei Dong

Driving simulation plays a crucial role in developing reliable driving agents by providing controlled, evaluative environments. To enable meaningful assessments, a high-quality driving simulator must satisfy several key requirements:…

Computer Vision and Pattern Recognition · Computer Science 2025-10-16 Junzhe Jiang , Nan Song , Jingyu Li , Xiatian Zhu , Li Zhang

The Internet of Things (IoT) security landscape requires the architectural solutions that can address the technical and operational challenges across the heterogeneous environments. The IoT systems operate in different conditions, and…

Cryptography and Security · Computer Science 2026-02-12 Muhammad Imran

With the rapid growth of new technological paradigms such as the Internet of Things (IoT), it opens new doors for many applications in the modern era for the betterment of human life. One of the recent applications of the IoT is the…

Cryptography and Security · Computer Science 2022-04-19 Pintu Kumar Sadhu , Venkata P. Yanambaka , Saraju P. Mohanty , Elias Kougianos

Autonomous vehicles (AVs) are poised to revolutionize modern transportation, offering enhanced safety, efficiency, and convenience. However, the increasing complexity and connectivity of AV systems introduce significant cybersecurity…

Systems and Control · Electrical Eng. & Systems 2024-12-23 Amal Yousseef , Shalaka Satam , Banafsheh Saber Latibari , Jesus Pacheco , Soheil Salehi , Salim Hariri , Partik Satam

Recent advancements in foundation models (FMs) have unlocked new prospects in autonomous driving, yet the experimental settings of these studies are preliminary, over-simplified, and fail to capture the complexity of real-world driving…

Computer Vision and Pattern Recognition · Computer Science 2024-10-16 Yidong Huang , Jacob Sansom , Ziqiao Ma , Felix Gervits , Joyce Chai

Standard communication protocols for Unmanned Aerial Vehicles (UAVs), such as MAVLink, lack the capability to enforce the contextual validity of message sequences. Autopilots therefore remain vulnerable to stealthy attacks, where…

Cryptography and Security · Computer Science 2026-04-07 Arthur Amorim , Paul Gazzillo , Max Taylor , Lance Joneckis

Building hardware security primitives with on-device memory fingerprints is a compelling proposition given the ubiquity of memory in electronic devices, especially for low-end Internet of Things devices for which cryptographic modules are…

Cryptography and Security · Computer Science 2022-11-08 Yansong Gao , Yang Su , Surya Nepal , Damith C. Ranasinghe