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In this paper we discuss how systems with Artificial Intelligence (AI) can undergo safety assessment. This is relevant, if AI is used in safety related applications. Taking a deeper look into AI models, we show, that many models of…

Artificial Intelligence · Computer Science 2021-05-17 Jens Braband , Hendrik Schäbe

Formal methods and supporting tools have a long record of success in the development of safety-critical systems. However, no single tool has emerged as the dominant solution for system design. Each tool differs from the others in terms of…

Software Engineering · Computer Science 2021-05-14 Alessio Ferrari , Franco Mazzanti , Davide Basile , Maurice H. ter Beek

Traditional automation technologies alone are not sufficient to enable driverless operation of trains (called Grade of Automation (GoA) 4) on non-restricted infrastructure. The required perception tasks are nowadays realized using Machine…

Software Engineering · Computer Science 2023-07-07 Marc Zeller , Thomas Waschulzik , Reiner Schmid , Claus Bahlmann

Enterprise AI systems, built on large language models, retrieval pipelines and autonomous agents, introduce a class of risks that traditional software quality assurance was never designed to address. These systems are probabilistic,…

Software Engineering · Computer Science 2026-05-25 Chitra Badagi , Divye Singh , Animesh Sen , Adinath Shirsath

Artificial intelligence now decides who receives a loan, who is flagged for criminal investigation, and whether an autonomous vehicle brakes in time. Governments have responded: the EU AI Act, the NIST Risk Management Framework, and the…

Artificial Intelligence · Computer Science 2026-04-24 Natan Levy , Gadi Perl

Securing the supply chain of information and communications technology (ICT) has recently emerged as a critical concern for national security and integrity. With the proliferation of Internet of Things (IoT) devices and their increasing…

Cryptography and Security · Computer Science 2019-12-02 Timothy Kieras , Muhammad Junaid Farooq , Quanyan Zhu

The ability to analyze network threats is very important in security research. Traditional approaches, involving sandboxing technology are limited to simulating a single host, missing local network attacks. This issue is addressed by…

Cryptography and Security · Computer Science 2020-07-17 Francisc Moldovan , Ciprian Oprisa

Local Area Networks(LAN) at present become an important instrument for organizing of process and information communication in an organization. They provides important purposes such as association of large amount of data, hardware and…

Cryptography and Security · Computer Science 2013-01-09 Marzieh Sameni Toosarvandani , Nasser Modiri , Mahdi Afzali

Machine learning algorithms have been shown to be suitable for securing platforms for IT systems. However, due to the fundamental differences between the industrial internet of things (IIoT) and regular IT networks, a special performance…

Cryptography and Security · Computer Science 2019-12-09 Maede Zolanvari , Marcio A. Teixeira , Raj Jain

Artificial intelligence (AI) systems are being readily and rapidly adopted, increasingly permeating critical domains: from consumer platforms and enterprise software to networked systems with embedded agents. While this has unlocked…

Cryptography and Security · Computer Science 2025-12-16 Amy Chang , Tiffany Saade , Sanket Mendapara , Adam Swanda , Ankit Garg

Hardware vulnerabilities are generally considered more difficult to fix than software ones because they are persistent after fabrication. Thus, it is crucial to assess the security and fix the vulnerabilities at earlier design phases, such…

Modern vehicles become increasingly digitalized with advanced information technology-based solutions like advanced driving assistance systems and vehicle-to-x communications. These systems are complex and interconnected. Rising complexity…

Automated train operation on existing railway infrastructure requires robust camera-based perception, yet the railway domain lacks public benchmark suites with standardized evaluation protocols that would enable reproducible comparison of…

Computer Vision and Pattern Recognition · Computer Science 2026-04-27 Annika Bätz , Pavel Klasek , Seo-Young Ham , Philipp Neumaier , Martin Köppel , Martin Lauer

Industrial automation systems (IASs) are traditionally developed using a sequential approach where the automation software, which is commonly based on the IEC 61131 languages, is developed when the design and in many cases the…

Software Engineering · Computer Science 2014-06-24 Kleanthis Thramboulidis

Safety has become the central value around which dominant AI governance efforts are being shaped. Recently, this culminated in the publication of the International AI Safety Report, written by 96 experts of which 30 nominated by the…

Computers and Society · Computer Science 2025-03-10 Roel Dobbe

If artificial intelligence (AI) is to be applied in safety-critical domains, its performance needs to be evaluated reliably. The present study aimed to understand how humans evaluate AI systems for person detection in automatic train…

Human-Computer Interaction · Computer Science 2025-04-04 Romy Müller

The advent of advanced AI underscores the urgent need for comprehensive safety evaluations, necessitating collaboration across communities (i.e., AI, software engineering, and governance). However, divergent practices and terminologies…

Software Engineering · Computer Science 2024-05-17 Boming Xia , Qinghua Lu , Liming Zhu , Zhenchang Xing

Cybersecurity threats are becoming increasingly sophisticated, making traditional defense mechanisms and manual red teaming approaches insufficient for modern organizations. While red teaming has long been recognized as an effective method…

Cryptography and Security · Computer Science 2026-02-26 Shruti Srivastava , Kiranmayee Janardhan , Shaurya Jauhari

The monitoring of the route and track environment plays an important role in automated driving. For example, it can be used as an assistance system for route monitoring in automation level Grade of Automation (GoA) 2, where the train driver…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Niklas Freund , Zekiye Ilknur-Öz , Tobias Klockau , Patrick Naumann , Philipp Neumaier , Martin Köppel

Artificial Intelligence (AI) has emerged as a key technology, driving advancements across a range of applications. Its integration into modern autonomous systems requires assuring safety. However, the challenge of assuring safety in systems…

Machine Learning · Computer Science 2024-12-19 Ronald Schnitzer , Lennart Kilian , Simon Roessner , Konstantinos Theodorou , Sonja Zillner