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In this paper we study the verification of parameterised multi-agent systems (MASs), and in particular the task of verifying whether unwanted states, characterised as a given state formula, are reachable in a given MAS, i.e., whether the…

Artificial Intelligence · Computer Science 2020-08-17 Paolo Felli , Alessandro Gianola , Marco Montali

Autonomous driving systems continue to face safety-critical failures, often triggered by rare and unpredictable corner cases that evade conventional testing. We present the Autonomous Driving Digital Twin (ADDT) framework, a high-fidelity…

Robotics · Computer Science 2025-04-15 Bo Yu , Chaoran Yuan , Zishen Wan , Jie Tang , Fadi Kurdahi , Shaoshan Liu

The homologation of automated vehicles, being safety-critical complex systems, requires sound evidence for their safe operability. Traditionally, verification and validation activities are guided by a combination of ISO 26262 and ISO/PAS…

Software Engineering · Computer Science 2020-05-12 Christian Neurohr , Lukas Westhofen , Tabea Henning , Thies de Graaff , Eike Möhlmann , Eckard Böde

This paper presents a novel methodology to enforce motion safety guarantees even in the event of a sudden loss of control capabilities by any agent within a multi-agent system. This passive safety methodology permits the replacement of…

Optimization and Control · Mathematics 2023-05-29 Tommaso Guffanti , Simone D'Amico

Agent-based models play an important role in simulating complex emergent phenomena and supporting critical decisions. In this context, a software fault may result in poorly informed decisions that lead to disastrous consequences. The…

Software Engineering · Computer Science 2021-03-19 Andrew G. Clark , Neil Walkinshaw , Robert M. Hierons

Computer-based control systems have grown in size, complexity, distribution and criticality. In this paper a methodology is presented to perform an abstract testing of such large control systems in an efficient way: an abstract test is…

Software Engineering · Computer Science 2022-06-29 Francesco Flammini , Nicola Mazzocca , Antonio Orazzo

Large Intelligent Systems are so complex these days that an urgent need for designing such systems in best available way is evolving. Modeling is the useful technique to show a complex real world system into the form of abstraction, so that…

Software Engineering · Computer Science 2011-11-04 Ankit Chaudhary , Jagdish L. Raheja

Artificial Intelligence (AI) technologies could be broadly categorised into Analytics and Autonomy. Analytics focuses on algorithms offering perception, comprehension, and projection of knowledge gleaned from sensorial data. Autonomy…

Artificial Intelligence · Computer Science 2018-12-24 Hussein Abbass , John Harvey , Kate Yaxley

In the automotive security sector, the absence of a testing platform that is configurable, practical, and user-friendly presents considerable challenges. These difficulties are compounded by the intricate design of vehicle systems, the…

Cryptography and Security · Computer Science 2024-04-04 Sekar Kulandaivel , Wenjuan Lu , Brandon Barry , Jorge Guajardo

With the rapid development of automated vehicles (AVs) in recent years, commercially available AVs are increasingly demonstrating high-level automation capabilities. However, most existing AV safety evaluation methods are primarily designed…

Robotics · Computer Science 2025-06-17 Hang Zhou , Chengyuan Ma , Shiyu Shen , Zhaohui Liang , Xiaopeng Li

There have been major developments in Automated Driving (AD) and Driving Assist Systems (ADAS) in recent years. However, their safety assurance, thus methodologies for testing, verification and validation AD/ADAS safety-critical…

Software Engineering · Computer Science 2023-11-08 Hasan Esen , Brian Hsuan-Cheng Liao

Agent-based modeling approaches represent the state-of-art in modeling travel demand and transportation system dynamics and are valuable tools for transportation planning. However, established agent-based approaches in transportation rely…

Multiagent Systems · Computer Science 2025-04-01 Tianming Liu , Jirong Yang , Yafeng Yin

Vision-Language Models (VLMs) have demonstrated notable promise in autonomous driving by offering the potential for multimodal reasoning through pretraining on extensive image-text pairs. However, adapting these models from broad web-scale…

Robotics · Computer Science 2025-06-18 Yupeng Zhou , Can Cui , Juntong Peng , Zichong Yang , Juanwu Lu , Jitesh H Panchal , Bin Yao , Ziran Wang

Thorough simulation testing is crucial for validating the correct behavior of small Uncrewed Aerial Systems (sUAS) across multiple scenarios, including adverse weather conditions (such as wind, and fog), diverse settings (hilly terrain, or…

Software Engineering · Computer Science 2025-01-22 Venkata Sai Aswath Duvvuru , Bohan Zhang , Michael Vierhauser , Ankit Agrawal

Recent changes in standards and regulations, driven by the increasing importance of software systems in meeting societal needs, mandate increased security testing of software systems. Penetration testing has been shown to be a reliable…

Cryptography and Security · Computer Science 2024-12-18 Charilaos Skandylas , Mikael Asplund

Simulative and scenario-based testing are crucial methods in the safety assurance for automated driving systems. To ensure that simulation results are reliable, the real world must be modeled with sufficient fidelity, including not only the…

Robotics · Computer Science 2026-05-14 Christian Geller , Daniel Becker , Jobst Beckmann , Lutz Eckstein

Search-based software testing (SBT) is an effective and efficient approach for testing automated driving systems (ADS). However, testing pipelines for ADS testing are particularly challenging as they involve integrating complex driving…

Software Engineering · Computer Science 2023-11-03 Lev Sorokin , Tiziano Munaro , Damir Safin , Brian Hsuan-Cheng Liao , Adam Molin

Model checking of multi-agent systems (MAS) is known to be hard, both theoretically and in practice. A smart abstraction of the state space may significantly reduce the model, and facilitate the verification. In this paper, we propose and…

Multiagent Systems · Computer Science 2023-10-19 Wojciech Jamroga , Yan Kim

This work proposes an agentic, intent-driven end-to-end (E2E) orchestration framework that integrates intent co-creation with a Test-Driven Quality Assurance paradigm. In this framework, autonomous agents iteratively refine a user's initial…

Networking and Internet Architecture · Computer Science 2026-04-28 Christos Tranoris , Besiana Agko , Kostis Trantzas , Irene Denazi

Scenario-based testing with driving simulators is extensively used to identify failing conditions of automated driving assistance systems (ADAS). However, existing studies have shown that repeated test execution in the same as well as in…

Software Engineering · Computer Science 2025-11-11 Lev Sorokin , Matteo Biagiola , Andrea Stocco