mlsanityData to 14 Oct 2026

WATCHDOG: an ontology-aWare risk AssessmenT approaCH via object-oriented DisruptiOn Graphs

arXiv 2412.13964 ↗First posted 18 Dec 2024cs.AI cs.LOcited by 0

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Abstract (arXiv)

When considering risky events or actions, we must not downplay the role of involved objects: a charged battery in our phone averts the risk of being stranded in the desert after a flat tyre, and a functional firewall mitigates the risk of a hacker intruding the network. The Common Ontology of Value and Risk (COVER) highlights how the role of objects and their relationships remains pivotal to performing transparent, complete and accountable risk assessment. In this paper, we operationalize some of the notions proposed by COVER -- such as parthood between objects and participation of objects in events/actions -- by presenting a new framework for risk assessment: WATCHDOG. WATCHDOG enriches the expressivity of vetted formal models for risk -- i.e., fault trees and attack trees -- by bridging the disciplines of ontology and formal methods into an ontology-aware formal framework composed by a more expressive modelling formalism, Object-Oriented Disruption Graphs (DOGs), logic (DOGLog) and an intermediate query language (DOGLang). With these, WATCHDOG allows risk assessors to pose questions about disruption propagation, disruption likelihood and risk levels, keeping the fundamental role of objects at risk always in sight.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 42 references that are in the map. First posted on arXiv 18 Dec 2024.

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6 of 42 references.

References · 6

  1. 2022Efficient and Generic Algorithms for Quantitative Attack Tree Analysiscited by 3
  2. 2022A Compositional Proof Framework for FRETish Requirementscited by 2
  3. 2022BDDs Strike Back: Efficient Analysis of Static and Dynamic Fault Treescited by 2
  4. 2023PFL: a Probabilistic Logic for Fault Treescited by 2
  5. 2023ATM: a Logic for Quantitative Security Properties on Attack Treescited by 2
  6. 2021Model-based Joint Analysis of Safety and Security: Survey and Identification of Gapscited by 1

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