Towards a Social Artificial Intelligence

Dino Pedreschi, Frank Dignum, Virginia Morini, Valentina Pansanella, Giuliano Cornacchia

Research output: Chapter in Book / Report / Conference proceedingConference contributionAcademicpeer-review

Abstract

Artificial Intelligence can both empower individuals to face complex societal challenges and exacerbate problems and vulnerabilities, such as bias, inequalities, and polarization. For scientists, an open challenge is how to shape and regulate human-centered Artificial Intelligence ecosystems that help mitigate harms and foster beneficial outcomes oriented at the social good. In this tutorial, we discuss such an issue from two sides. First, we explore the network effects of Artificial Intelligence and their impact on society by investigating its role in social media, mobility, and economic scenarios. We further provide different strategies that can be used to model, characterize and mitigate the network effects of particular Artificial Intelligence driven individual behavior. Secondly, we promote the use of behavioral models as an addition to the data-based approach to get a further grip on emerging phenomena in society that depend on physical events for which no data are readily available. An example of this is tracking extremist behavior in order to prevent violent events. In the end, we illustrate some case studies in-depth and provide the appropriate tools to get familiar with these concepts.
Original languageEnglish
Title of host publicationHuman-Centered Artificial Intelligence - Advanced Lectures
EditorsM. Chetouani, V. Dignum, P. Lukowicz, C. Sierra
PublisherSpringer Science and Business Media Deutschland GmbH
Pages415-428
ISBN (Print)9783031243486
DOIs
Publication statusPublished - 2023
Externally publishedYes
Event18th European Advanced Course on Artificial Intelligence, ACAI 2021 - Berlin, Germany
Duration: 11 Oct 202115 Oct 2021

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference18th European Advanced Course on Artificial Intelligence, ACAI 2021
Country/TerritoryGermany
CityBerlin
Period11/10/2115/10/21

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