Explanation by automated reasoning using the Isabelle Infrastructure framework

Working paper

Kammueller, F. 2021. Explanation by automated reasoning using the Isabelle Infrastructure framework. arxiv.org. https://doi.org/10.48550/arXiv.2112.14809
TypeWorking paper
TitleExplanation by automated reasoning using the Isabelle Infrastructure framework
AuthorsKammueller, F.
Abstract

In this paper, we propose the use of interactive the- orem proving for explainable machine learning. After presenting our proposition, we illustrate it on the dedicated application of explaining security attacks using the Isabelle Infrastructure framework and its process of dependability engineering. This formal framework and process provides the logics for specifi- cation and modeling. Attacks on security of the system are ex- plained by specification and proofs in the Isabelle Infrastructure framework. Existing case studies of dependability engineering in Isabelle are used as feasibility studies to illustrate how different aspects of explanations are covered by the Isabelle Infrastructure framework.

JournalArxiv
Publisherarxiv.org
Page range1-5
Publication dates
Online29 Dec 2021
Publication process dates
Deposited20 Jan 2022
Accepted29 Dec 2021
Output statusPublished
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Full text reproduced as per the CC BY: Creative Commons Attribution
(http://creativecommons.org/licenses/by/4.0/) license applied at https://arxiv.org/abs/2112.14809v1

Web address (URL)https://arxiv.org/abs/2112.14809v1
Digital Object Identifier (DOI)https://doi.org/10.48550/arXiv.2112.14809
LanguageEnglish
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