Practical Verification of Decision-Making in Agent-Based Autonomous Systems
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Abstract (arXiv)
We present a verification methodology for analysing the decision-making component in agent-based hybrid systems. Traditionally hybrid automata have been used to both implement and verify such systems, but hybrid automata based modelling, programming and verification techniques scale poorly as the complexity of discrete decision-making increases making them unattractive in situations where complex logical reasoning is required. In the programming of complex systems it has, therefore, become common to separate out logical decision-making into a separate, discrete, component. However, verification techniques have failed to keep pace with this development. We are exploring agent-based logical components and have developed a model checking technique for such components which can then be composed with a separate analysis of the continuous part of the hybrid system. Among other things this allows program model checkers to be used to verify the actual implementation of the decision-making in hybrid autonomous systems.
Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Oct 2013.
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Citing papers per year: 2023: 2; 2024: 4; 2025: 5.
11 papers.
- 2025Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AIcited by 39
- 2024Auditing of AI: Legal, Ethical and Technical Approachescited by 9
- 2023Soda: An Object-Oriented Functional Language for Specifying Human-Centered Problemscited by 3
- 2024HARMONIC: A Framework for Explanatory Cognitive Robotscited by 3
- 2024Ensuring trustworthy and ethical behaviour in intelligent logical agentscited by 2
- 2024HARMONIC: Cognitive and Control Collaboration in Human-Robotic Teamscited by 2
- 2023Model Checking for Closed-Loop Robot Reactive Planningcited by 1
- 2025Towards Developing Ethical Reasoners: Integrating Probabilistic Reasoning and Decision-Making for Complex AI Systemscited by 1
- 2025Real-Time Model Checking for Closed-Loop Robot Reactive Planningcited by 0
- 2025HARMONIC: A Content-Centric Cognitive Robotic Architecturecited by 0
- 2025Evaluation of AI Ethics Tools in Language Models: A Developers' Perspective Case Studycited by 0
- 2025Evaluation of AI Ethics Tools in Language Models: A Developers' Perspective Case Study16 Dec 2025
- 2025HARMONIC: A Content-Centric Cognitive Robotic Architecture16 Sep 2025
- 2025Real-Time Model Checking for Closed-Loop Robot Reactive Planning26 Aug 2025
- 2025Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI26 May 2025
- 2025Towards Developing Ethical Reasoners: Integrating Probabilistic Reasoning and Decision-Making for Complex AI Systems28 Feb 2025
- 2024HARMONIC: Cognitive and Control Collaboration in Human-Robotic Teams26 Sep 2024
- 2024HARMONIC: A Framework for Explanatory Cognitive Robots26 Sep 2024
- 2024Auditing of AI: Legal, Ethical and Technical Approaches7 Jul 2024
- 2024Ensuring trustworthy and ethical behaviour in intelligent logical agents12 Feb 2024
- 2023Model Checking for Closed-Loop Robot Reactive Planning16 Nov 2023
- 2023Soda: An Object-Oriented Functional Language for Specifying Human-Centered Problems3 Oct 2023