Projects per year
Abstract
This paper considers novelty-seeking multi-agent systems as a step towards
more efficient generation of creative artifacts.
We describe a simple multi-agent architecture where agents have limited resources and exercise self-criticism, veto power and voting to collectively regulate which artifacts are selected to the domain
i.e., the cultural storage of the system.
To overcome their individual resource limitations,
agents have a limited access to the artifacts already in the domain
which they can use to guide their search for novel artifacts.
Creating geometric images called spirographs as a case study,
we show that novelty-seeking multi-agent systems
can be more productive in generating novel artifacts than
a single-agent or monolithic system.
In particular, veto power is in our case an effective
collaborative decision-making strategy for enhancing novelty of domain artifacts, and self-criticism of agents
can significantly reduce the collaborative effort in decision making.
more efficient generation of creative artifacts.
We describe a simple multi-agent architecture where agents have limited resources and exercise self-criticism, veto power and voting to collectively regulate which artifacts are selected to the domain
i.e., the cultural storage of the system.
To overcome their individual resource limitations,
agents have a limited access to the artifacts already in the domain
which they can use to guide their search for novel artifacts.
Creating geometric images called spirographs as a case study,
we show that novelty-seeking multi-agent systems
can be more productive in generating novel artifacts than
a single-agent or monolithic system.
In particular, veto power is in our case an effective
collaborative decision-making strategy for enhancing novelty of domain artifacts, and self-criticism of agents
can significantly reduce the collaborative effort in decision making.
Translated title of the contribution | Uutuutta etsivät moniagenttijärjestelmät |
---|---|
Original language | English |
Title of host publication | Proceedings of The Seventh International Conference on Computational Creativity |
Editors | François Pachet, Amilcar Cardoso, Vincent Corruble, Fiammetta Ghedini |
Number of pages | 8 |
Place of Publication | Paris, France |
Publisher | Sony CSL |
Publication date | 30 Jun 2016 |
Pages | 1-8 |
ISBN (Print) | 978-274-669-155-1 |
Publication status | Published - 30 Jun 2016 |
MoE publication type | A4 Article in conference proceedings |
Event | International Conference on Computational Creativity - Paris, France Duration: 27 Jun 2016 → 1 Jul 2016 Conference number: 7 (ICCC 2016) |
Fields of Science
- 113 Computer and information sciences
- computational creativity
- multi-agent systems
- novelty seeking
Projects
- 1 Finished
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Computational Linguistic Creativity (CLiC)
Toivonen, H. T. (Project manager), Ilomäki, L. (Participant), Lakkala, M. (Participant), Kantosalo, A. (Participant), Alm, O. M. (Participant), Toivanen, J. (Participant), Gross, O. (Participant) & Alnajjar, K. (Participant)
01/09/2014 → 31/08/2018
Project: Research project