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The Internet of Vehicles (IoV) equips vehicles with connectivity to the Internet and the Internet of Things (IoT) to support modern applications such as autonomous driving. However, the consolidation of complex computing domains of…

Cryptography and Security · Computer Science 2021-01-18 Jan Lauinger , Mudassar Aslam , Mohammad Hamad , Shahid Raza , Sebastian Steinhorst

Considering the ever-evolving threat landscape and rapid changes in software development, we propose a risk assessment framework called SAFER (Software Analysis Framework for Evaluating Risk). This framework is based on the necessity of a…

Software Engineering · Computer Science 2024-12-25 Sarah Ali Siddiqui , Chandra Thapa , Rayne Holland , Wei Shao , Seyit Camtepe

Deploying deep learning models in real-world certified systems requires the ability to provide confidence estimates that accurately reflect their uncertainty. In this paper, we demonstrate the use of the conformal prediction framework to…

Machine Learning · Computer Science 2023-08-21 Léo Andéol , Thomas Fel , Florence De Grancey , Luca Mossina

The rapid evolution of mobile networks from 5G to 6G has necessitated the development of autonomous network management systems, such as Zero-Touch Networks (ZTNs). However, the increased complexity and automation of these networks have also…

Machine Learning · Computer Science 2024-09-06 Li Yang , Abdallah Shami

Artificial intelligence (AI) has been advancing at a fast pace and it is now poised for deployment in a wide range of applications, such as autonomous systems, medical diagnosis and natural language processing. Early adoption of AI…

Machine Learning · Computer Science 2023-09-21 Marta Kwiatkowska , Xiyue Zhang

This research paper delves into the field of autonomous vehicle technology, examining the vulnerabilities inherent in each component of these transformative vehicles. Autonomous vehicles (AVs) are revolutionizing transportation by…

Cryptography and Security · Computer Science 2025-05-06 Ian Alexis Wong Paz , Anuvinda Balan , Sebastian Campos , Ehud Orenstain , Sudip Dhakal

Internet of Things (IoT) is being considered as the growth engine for industrial revolution 4.0. The combination of IoT, cloud computing and healthcare can contribute in ensuring well-being of people. One important challenge of IoT network…

Cryptography and Security · Computer Science 2021-01-15 Prajoy Podder , M. Rubaiyat Hossain Mondal , Subrato Bharati , Pinto Kumar Paul

Cyber assurance, which is the ability to operate under the onslaught of cyber attacks and other unexpected events, is essential for organizations facing inundating security threats on a daily basis. Organizations usually employ multiple…

Cryptography and Security · Computer Science 2022-07-26 Nan Sun , Chang-Tsun Li , Hin Chan , Md Zahidul Islam , Md Rafiqul Islam , Warren Armstrong

We present an application of conformal prediction, a form of uncertainty quantification with guarantees, to the detection of railway signals. State-of-the-art architectures are tested and the most promising one undergoes the process of…

Machine Learning · Statistics 2023-01-27 Léo Andéol , Thomas Fel , Florence De Grancey , Luca Mossina

While current automotive safety standards provide implicit guidance on how unreasonable risk can be avoided, manufacturers are required to specify risk acceptance criteria for Automated Driving Systems (SAE Level 3 and higher). However, the…

Systems and Control · Electrical Eng. & Systems 2024-03-11 Nayel Fabian Salem , Thomas Kirschbaum , Marcus Nolte , Christian Lalitsch-Schneider , Robert Graubohm , Jan Reich , Markus Maurer

A long list of documents have been offered as security advice, codes of practice, and security guidelines for building and using security products, including Internet of Things (IoT) devices. To date, little or no systematic analysis has…

Cryptography and Security · Computer Science 2022-11-16 Christopher Bellman , Paul C. van Oorschot

Wireless communication has evolved significantly, with 6G offering groundbreaking capabilities, particularly for IoT. However, the integration of IoT into 6G presents new security challenges, expanding the attack surface due to…

Cryptography and Security · Computer Science 2024-12-25 Navneet Kaur , Lav Gupta

There has been a significant increase in the development of data-driven safety analytics approaches in recent years. In light of these advances it has become imperative to evaluate such approaches in a principled way to determine their…

Applications · Statistics 2022-05-02 Antonio R. Paiva , Ashutosh Tewari

Vehicle safety depends on (a) the range of identified hazards and (b) the operational situations for which mitigations of these hazards are acceptably decreasing risk. Moreover, with an increasing degree of autonomy, risk ownership is…

Software Engineering · Computer Science 2018-02-26 Mario Gleirscher , Stefan Kugele

As Autonomous Systems (AS) become more ubiquitous in society, more responsible for our safety and our interaction with them more frequent, it is essential that they are trustworthy. Assessing the trustworthiness of AS is a mandatory…

Artificial Intelligence · Computer Science 2023-05-12 Gregory Chance , Dhaminda B. Abeywickrama , Beckett LeClair , Owen Kerr , Kerstin Eder

In the railway domain, an interlocking is the system ensuring safe train traffic inside a station by controlling its active elements such as the signals or points. Modern interlockings are configured using particular data, called…

Software Engineering · Computer Science 2017-08-07 Quentin Cappart , Christophe Limbree , Pierre Schaus , Jean Quilbeuf , Louis-Marie Traonouez , Axel Legay

The recent development of powerful AI systems has highlighted the need for robust risk management frameworks in the AI industry. Although companies have begun to implement safety frameworks, current approaches often lack the systematic…

Artificial Intelligence · Computer Science 2025-02-20 Simeon Campos , Henry Papadatos , Fabien Roger , Chloé Touzet , Otter Quarks , Malcolm Murray

This chapter formulates seven lessons for preventing harm in artificial intelligence (AI) systems based on insights from the field of system safety for software-based automation in safety-critical domains. New applications of AI across…

Systems and Control · Electrical Eng. & Systems 2022-02-21 Roel I. J. Dobbe

This article deals with the IT security of connectionist artificial intelligence (AI) applications, focusing on threats to integrity, one of the three IT security goals. Such threats are for instance most relevant in prominent AI computer…

Cryptography and Security · Computer Science 2020-07-30 Christian Berghoff , Matthias Neu , Arndt von Twickel

The aviation literature gives relatively little guidance to practitioners about the specifics of architecting systems for safety, particularly the impact of architecture on allocating safety requirements, or the relative ease of system…

Software Engineering · Computer Science 2023-01-20 Jane Fenn , Mark Nicholson , Ganesh Pai , Michael Wilkinson