<div class="csl-bib-body">
<div class="csl-entry">Geibinger, T., Jaakkola, R., Kuusisto, A., Liu, X., & Vilander, M. (2025). Why This and Not That? A Logic-Based Framework for Contrastive Explanations. In G. Casini, B. Dundua, & T. Kutsia (Eds.), <i>Logics in Artificial Intelligence : 19th European Conference, JELIA 2025, Kutaisi, Georgia, September 1–4, 2025, Proceedings, Part I</i> (pp. 45–60). Springer. https://doi.org/10.34726/11634</div>
</div>
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/222671
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dc.identifier.uri
https://doi.org/10.34726/11634
-
dc.description.abstract
We define several canonical problems related to contrastive explanations, each answering a question of the form “Why P but not Q?”. The problems compute causes for both P and Q, explicitly comparing their differences. We investigate the basic properties of our definitions in the setting of propositional logic. We show, inter alia, that our framework captures a cardinality-minimal version of existing contrastive explanations in the literature. Furthermore, we provide an extensive analysis of the computational complexities of the problems. We also implement the problems for CNF-formulas using answer set programming and present several examples demonstrating how they work in practice.
en
dc.description.sponsorship
FWF - Österr. Wissenschaftsfonds
-
dc.language.iso
en
-
dc.relation.ispartofseries
Lecture Notes in Computer Science
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dc.rights.uri
http://rightsstatements.org/vocab/InC/1.0/
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dc.subject
Logic
en
dc.subject
Explainable AI
en
dc.subject
Contrastive Explanations
en
dc.title
Why This and Not That? A Logic-Based Framework for Contrastive Explanations
en
dc.type
Inproceedings
en
dc.type
Konferenzbeitrag
de
dc.rights.license
Urheberrechtsschutz
de
dc.rights.license
In Copyright
en
dc.identifier.doi
10.34726/11634
-
dc.contributor.affiliation
Tampere University, Finland
-
dc.contributor.affiliation
Tampere University, Finland
-
dc.contributor.affiliation
Tampere University, Finland
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dc.contributor.editoraffiliation
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo", Italy
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dc.relation.isbn
978-3-032-04587-4
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dc.relation.doi
10.1007/978-3-032-04587-4
-
dc.relation.issn
0302-9743
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dc.description.startpage
45
-
dc.description.endpage
60
-
dc.relation.grantno
COE 12
-
dc.type.category
Full-Paper Contribution
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dc.relation.eissn
1611-3349
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tuw.booktitle
Logics in Artificial Intelligence : 19th European Conference, JELIA 2025, Kutaisi, Georgia, September 1–4, 2025, Proceedings, Part I
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tuw.peerreviewed
true
-
tuw.book.ispartofseries
Lecture Notes in Computer Science
-
tuw.relation.publisher
Springer
-
tuw.relation.publisherplace
Cham
-
tuw.project.title
Bilateral Artificial Intelligence
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tuw.researchTopic.id
I1
-
tuw.researchTopic.name
Logic and Computation
-
tuw.researchTopic.value
100
-
tuw.publication.orgunit
E192-03 - Forschungsbereich Knowledge Based Systems
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tuw.publisher.doi
10.1007/978-3-032-04587-4_4
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dc.identifier.libraryid
AC17738385
-
dc.description.numberOfPages
16
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tuw.author.orcid
0000-0002-0856-7162
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tuw.author.orcid
0000-0003-4714-4637
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tuw.author.orcid
0000-0003-1356-8749
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tuw.author.orcid
0000-0002-7301-939X
-
dc.rights.identifier
Urheberrechtsschutz
de
dc.rights.identifier
In Copyright
en
tuw.event.name
19th European Conference on Logics in Artificial Intelligence (JELIA 2025)
en
dc.description.sponsorshipexternal
Research Council of Finland
-
dc.relation.grantnoexternal
5612 ; 324435 ; 328987 ; 352419 ; 35242
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tuw.event.startdate
01-09-2025
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tuw.event.enddate
04-09-2025
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tuw.event.online
On Site
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tuw.event.type
Event for scientific audience
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tuw.event.place
Kutaisi
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tuw.event.country
GE
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tuw.event.presenter
Jaakkola, Reijo
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wb.sciencebranch
Informatik
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wb.sciencebranch
Mathematik
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wb.sciencebranch.oefos
1020
-
wb.sciencebranch.oefos
1010
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wb.sciencebranch.value
80
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wb.sciencebranch.value
20
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item.mimetype
application/pdf
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item.openairetype
conference paper
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item.openairecristype
http://purl.org/coar/resource_type/c_5794
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item.cerifentitytype
Publications
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item.languageiso639-1
en
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item.openaccessfulltext
Open Access
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item.grantfulltext
open
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item.fulltext
with Fulltext
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crisitem.author.dept
E192-03 - Forschungsbereich Knowledge Based Systems
-
crisitem.author.dept
Tampere University, Finland
-
crisitem.author.dept
Tampere University, Finland
-
crisitem.author.dept
E192-03 - Forschungsbereich Knowledge Based Systems
