Towards Goal-aware Collaboration in Artistic Agent Societies

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

Abstract

We study the effects of goal-awareness in artistic agent societies creating evolutionary art.
Particularly,
we examine how goal-awareness may be utilized in modeling agent's peers when
the aesthetic goals of the agent and its peers are subject to change. The agents
use the learned peer models to choose their collaboration partners, and may alter
their own aesthetic goal for the duration of the collaboration in order to enhance
the potential of the collaboration outcomes.
In addition, we demonstrate how goal-awareness can be used to guide the aesthetic goal change.
The empirical evaluation indicates that
agents which can adapt to their collaboration partners are more likely to reach
favorable collaboration outcomes, even when their partners perceive fundamentally
different properties from the artifacts.
Original languageEnglish
Title of host publicationProceedings of the Ninth International Conference on Computational Creativity : ICCC 2018, Salamanca, 25-29 June
EditorsFrançois Pachet, Anna Jordanous, Carlos León
Number of pages8
Place of PublicationSalamanca, Spain
PublisherAssociation for Computational Creativity (ACC)
Publication date29 Jun 2018
Pages136-143
ISBN (Electronic)978-989-54160-0-4
Publication statusPublished - 29 Jun 2018
MoE publication typeA4 Article in conference proceedings
EventInternational Conference on Computational Creativity - Salamanca, Spain
Duration: 25 Jun 201829 Jun 2018
Conference number: 9
http://www.computationalcreativity.net/iccc2018/

Fields of Science

  • 113 Computer and information sciences
  • Computational Creativity
  • multi-agent systems
  • goal-awareness
  • computational social creativity
  • Collaboration

Cite this

Hantula, O., & Linkola, S. (2018). Towards Goal-aware Collaboration in Artistic Agent Societies. In F. Pachet, A. Jordanous, & C. León (Eds.), Proceedings of the Ninth International Conference on Computational Creativity: ICCC 2018, Salamanca, 25-29 June (pp. 136-143). Salamanca, Spain: Association for Computational Creativity (ACC).
Hantula, Otto ; Linkola, Simo. / Towards Goal-aware Collaboration in Artistic Agent Societies. Proceedings of the Ninth International Conference on Computational Creativity: ICCC 2018, Salamanca, 25-29 June. editor / François Pachet ; Anna Jordanous ; Carlos León. Salamanca, Spain : Association for Computational Creativity (ACC), 2018. pp. 136-143
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title = "Towards Goal-aware Collaboration in Artistic Agent Societies",
abstract = "We study the effects of goal-awareness in artistic agent societies creating evolutionary art. Particularly,we examine how goal-awareness may be utilized in modeling agent's peers when the aesthetic goals of the agent and its peers are subject to change. The agents use the learned peer models to choose their collaboration partners, and may alter their own aesthetic goal for the duration of the collaboration in order to enhance the potential of the collaboration outcomes. In addition, we demonstrate how goal-awareness can be used to guide the aesthetic goal change.The empirical evaluation indicates thatagents which can adapt to their collaboration partners are more likely to reachfavorable collaboration outcomes, even when their partners perceive fundamentallydifferent properties from the artifacts.",
keywords = "113 Computer and information sciences, Computational Creativity, multi-agent systems, goal-awareness, computational social creativity, Collaboration",
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Hantula, O & Linkola, S 2018, Towards Goal-aware Collaboration in Artistic Agent Societies. in F Pachet, A Jordanous & C León (eds), Proceedings of the Ninth International Conference on Computational Creativity: ICCC 2018, Salamanca, 25-29 June. Association for Computational Creativity (ACC), Salamanca, Spain, pp. 136-143, International Conference on Computational Creativity, Salamanca, Spain, 25/06/2018.

Towards Goal-aware Collaboration in Artistic Agent Societies. / Hantula, Otto; Linkola, Simo.

Proceedings of the Ninth International Conference on Computational Creativity: ICCC 2018, Salamanca, 25-29 June. ed. / François Pachet; Anna Jordanous; Carlos León. Salamanca, Spain : Association for Computational Creativity (ACC), 2018. p. 136-143.

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

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AB - We study the effects of goal-awareness in artistic agent societies creating evolutionary art. Particularly,we examine how goal-awareness may be utilized in modeling agent's peers when the aesthetic goals of the agent and its peers are subject to change. The agents use the learned peer models to choose their collaboration partners, and may alter their own aesthetic goal for the duration of the collaboration in order to enhance the potential of the collaboration outcomes. In addition, we demonstrate how goal-awareness can be used to guide the aesthetic goal change.The empirical evaluation indicates thatagents which can adapt to their collaboration partners are more likely to reachfavorable collaboration outcomes, even when their partners perceive fundamentallydifferent properties from the artifacts.

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Hantula O, Linkola S. Towards Goal-aware Collaboration in Artistic Agent Societies. In Pachet F, Jordanous A, León C, editors, Proceedings of the Ninth International Conference on Computational Creativity: ICCC 2018, Salamanca, 25-29 June. Salamanca, Spain: Association for Computational Creativity (ACC). 2018. p. 136-143