mlsanityData to 7 Oct 2026

Automating Semantic Analysis of System Assurance Cases using Goal-directed ASP

arXiv 2408.11699 ↗First posted 21 Aug 2024cs.LO cs.SEcited by 2

Not on the map. Why?

Abstract (arXiv)

Assurance cases offer a structured way to present arguments and evidence for certification of systems where safety and security are critical. However, creating and evaluating these assurance cases can be complex and challenging, even for systems of moderate complexity. Therefore, there is a growing need to develop new automation methods for these tasks. While most existing assurance case tools focus on automating structural aspects, they lack the ability to fully assess the semantic coherence and correctness of the assurance arguments. In prior work, we introduced the Assurance 2.0 framework that prioritizes the reasoning process, evidence utilization, and explicit delineation of counter-claims (defeaters) and counter-evidence. In this paper, we present our approach to enhancing Assurance 2.0 with semantic rule-based analysis capabilities using common-sense reasoning and answer set programming solvers, specifically s(CASP). By employing these analysis techniques, we examine the unique semantic aspects of assurance cases, such as logical consistency, adequacy, indefeasibility, etc. The application of these analyses provides both system developers and evaluators with increased confidence about the assurance case.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 Aug 2024.

Builds on

No reference list yet.

Built on by

Cited by year

Citing papers per year: 2025: 2.

2 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2023Trusta: Reasoning about Assurance Cases with Formal Methods and Large Language Models
  2. 2025LLMs as Judges: Toward The Automatic Review of GSN-compliant Assurance Cases
  3. 2025Explainable Compliance Detection with Multi-Hop Natural Language Inference on Assurance Case Structure
  4. 2026PSR2: A Phase-based Semantic Reasoning Framework for Atomicity Violation Detection via Contract Refinement
  5. 2026An Agentic RAG and Evaluation Framework for Assurance Case Generation: Industrial Use Case for the EU Cyber Resilience Act Compliance
  6. 2026Code-as-Auditor: Executable Compliance Reasoning via Regulation-to-Code
  7. 2026Compliance-by-Construction Argument Graphs: Using Generative AI to Produce Evidence-Linked Formal Arguments for Certification-Grade Accountability
  8. 2026LatentGuard: Efficient and Inspectable Latent Reasoning for LLM Safeguards