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Adoption Dynamics and Societal Impact of AI Systems in Complex Networks

Pedro M. Fernandes; Francisco C. Santos; Manuel Lopes;

Adoption Dynamics and Societal Impact of AI Systems in Complex Networks

Abstract

We propose a game-theoretical model to simulate the dynamics of AI adoption in adaptive networks. This formalism allows us to understand the impact of the adoption of AI systems for society as a whole, addressing some of the concerns on the need for regulation. Using this model we study the adoption of AI systems, the distri- bution of the different types of AI (from selfish to utilitarian), the appearance of clusters of specific AI types, and the impact on the fitness of each individual. We suggest that the entangled evolution of individual strategy and network structure constitutes a key mech- anism for the sustainability of utilitarian and human-conscious AI. Differently, in the absence of rewiring, a minority of the population can easily foster the adoption of selfish AI and gains a benefit at the expense of the remaining majority.

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Subjects by Vocabulary

Microsoft Academic Graph classification: Key (cryptography) Sustainability Social simulation Societal impact of nanotechnology Complex network Microeconomics Computer science Mechanism (biology)

ACM Computing Classification System: ComputingMethodologies_PATTERNRECOGNITION GeneralLiterature_MISCELLANEOUS

Keywords

AI ethics, Game theoretical analysis, AI regulation

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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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visibility
download
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
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122
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Funded by
EC| iv4XR
Project
iv4XR
Intelligent Verification/Validation for Extended Reality Based Systems
  • Funder: European Commission (EC)
  • Project Code: 856716
  • Funding stream: H2020 | RIA
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