Argumentation and Logic Programming for Explainable and Ethical AI


Roberta Calegari, Andrea Omicini, Giovanni Sartor

XAI.it 2020 – Italian Workshop on Explainable Artificial Intelligence 2020, pages 55-68
CEUR Workshop Proceedings (AI*IA Series) 2742, November 2020
Sun SITE Central Europe, RWTH Aachen University
Cataldo Musto, Daniele Magazzeni, Salvatore Ruggieri, Giovanni Semeraro (eds.)
Proceedings of the Italian Workshop on Explainable Artificial Intelligence co-located with 19th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2020)

In this paper we sketch a vision of explainability of intelligent systems as a logic approach suitable to be injected into and exploited by the system actors once integrated with sub-symbolic techniques.
In particular, we show how argumentation could be combined with different extensions of logic programming – namely, abduction, inductive logic programming, and probabilistic logic programming – to address the issues of explainable AI as well as to address some ethical concerns about AI.

(keywords) explainable AI, ethical AI, argumentation, logic programming, abduction, probabilistic LP, inductive LP
 @inproceedings{arglpxai-aiia2020,
author = {Calegari, Roberta and Omicini, Andrea and Sartor, Giovanni},
booktitle = {{XAI.it 2020} -- Italian Workshop on Explainable Artificial Intelligence 2020},
dblpid = {conf/aiia/CalegariOS20},
editor = {Musto, Cataldo and Magazzeni, Daniele and Ruggieri, Salvatore and Semeraro, Giovanni},
irisid = {11585/780458},
keywords = {explainable AI, ethical AI, argumentation, logic programming, abduction, probabilistic LP, inductive LP},
month = nov,
note = {Proceedings of the Italian Workshop on Explainable Artificial Intelligence co-located with 19th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2020)},
pages = {55--68},
publisher = {Sun SITE Central Europe, RWTH Aachen University},
series = {CEUR Workshop Proceedings},
subseries = {AI*IA Series},
title = {Argumentation and Logic Programming for Explainable and Ethical {AI}},
url = {http://ceur-ws.org/Vol-2742/paper5.pdf},
volume = 2742,
year = 2020

Talks

Journals & Series

Events

  • 19th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2020) — 24/11/2020–27/11/2020

Publication

— authors

Roberta Calegari, Andrea Omicini, Giovanni Sartor

— editors

Cataldo Musto, Daniele Magazzeni, Salvatore Ruggieri, Giovanni Semeraro

— status

published

— sort

paper in proceedings

Venue

— volume

XAI.it 2020 – Italian Workshop on Explainable Artificial Intelligence 2020

— series

CEUR Workshop Proceedings / AI*IA Series

— volume

2742

— pages

55-68

— publication date

November 2020

URLs

original page

Identifiers

— DBLP

conf/aiia/CalegariOS20

— IRIS

11585/780458

— Scopus

2-s2.0-85098916778

BibTeX

— BibTeX ID
arglpxai-aiia2020
— BibTeX category
inproceedings

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