Explanation by automated reasoning using the Isabelle Infrastructure framework

Conference paper

Kammueller, F. 2022. Explanation by automated reasoning using the Isabelle Infrastructure framework. Chen, J.Y.C., Fragomeni, G., Degen, H. and Ntoa, S. (ed.) HCII 2022: 24th International Conference on Human-Computer Interaction. Virtual 26 Jun - 01 Jul 2022 Springer. pp. 307-318 https://doi.org/10.1007/978-3-031-21707-4_22
TypeConference paper
TitleExplanation by automated reasoning using the Isabelle Infrastructure framework
AuthorsKammueller, F.
Abstract

In this paper, we propose the use of interactive theorem proving for explainable machine learning. After informally motivating our proposition, we illustrate it on the dedicated application of explaining security attacks using the Isabelle Infrastructure framework and its pro- cess of dependability engineering. This formal framework and process provides the logics for specification and modeling. Attacks on security of the system are explained 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. Finally, we propose a research agenda on how first-class ex- planation integrated with automated reasoning will solve the problem.

KeywordsExplainable AI; Automated reasoning; Dependability engineering; First class representation of attack trees; Isabelle infrastrucure framework
Sustainable Development Goals9 Industry, innovation and infrastructure
ConferenceHCII 2022: 24th International Conference on Human-Computer Interaction
Page range307-318
Proceedings TitleHCI International 2022 – Late Breaking Papers: Interacting with eXtended Reality and Artificial Intelligence: 24th International Conference on Human-Computer Interaction, HCII 2022, Virtual Event, June 26 – July 1, 2022, Proceedings
SeriesLecture Notes in Computer Science
EditorsChen, J.Y.C., Fragomeni, G., Degen, H. and Ntoa, S.
ISSN0302-9743
Electronic1611-3349
ISBN
Paperback9783031217067
Electronic9783031217074
PublisherSpringer
Publication dates
Print25 Nov 2022
Online25 Nov 2022
Publication process dates
Deposited10 Jun 2022
Accepted17 Feb 2022
Output statusPublished
Accepted author manuscript
File Access Level
Open
Copyright Statement

This version of the paper has been accepted for publication, after peer review (when applicable) and is subject to Springer Nature’s AM terms of use (https://www.springernature.com/gp/open-research/policies/accepted-ma...), but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: http://dx.doi.org/10.1007/978-3-031-21707-4_22

Digital Object Identifier (DOI)https://doi.org/10.1007/978-3-031-21707-4_22
Web address (URL) of conference proceedingshttps://doi.org/10.1007/978-3-031-21707-4
LanguageEnglish
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