mlsanityData to 7 Oct 2026

Towards Self-Explainable Cyber-Physical Systems

arXiv 1908.04698 ↗First posted 13 Aug 2019cs.AIcited by 5

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Abstract (arXiv)

With the increasing complexity of CPSs, their behavior and decisions become increasingly difficult to understand and comprehend for users and other stakeholders. Our vision is to build self-explainable systems that can, at run-time, answer questions about the system's past, current, and future behavior. As hitherto no design methodology or reference framework exists for building such systems, we propose the MAB-EX framework for building self-explainable systems that leverage requirements- and explainability models at run-time. The basic idea of MAB-EX is to first Monitor and Analyze a certain behavior of a system, then Build an explanation from explanation models and convey this EXplanation in a suitable way to a stakeholder. We also take into account that new explanations can be learned, by updating the explanation models, should new and yet un-explainable behavior be detected by the system.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Aug 2019.

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Citing papers per year: 2022: 1; 2023: 0; 2024: 0; 2025: 2; 2026: 2.

5 papers.