Action Selection in the Creative Systems Framework

Simo Linkola, Christian Guckelsberger, Anna Kantosalo

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Sammanfattning

The Creative Systems Framework (CSF) formalises creativity as search through a space of concepts.
As a formal account of Margaret Boden’s descriptive hierarchy of creativity, it is at the basis of multiple studies dealing with diverse aspects of Computational Creativity (CC) systems. However, the CSF at present neither formalises action nor action selection during search, limiting its use in analysing creative processes. We extend the CSF by explicitly modelling these missing components in the search space traversal function.
We furthermore introduce a distinction between a concept and its material realisation as an artefact, and elaborate the action selection process to provide stopping criteria for creative search. Our extension, the Creative Action Selection Framework (CASF), is informed by previous studies in CC and draws on concepts from Markov Decision Processes (MDP). It allows us to describe a creative system as an agent selecting actions based on the value, validity and novelty of concepts and artefacts. The CASF brings the descriptive power of the CSF to a wider range of systems with more analytical depth.
Originalspråkengelska
Titel på gästpublikationProceedings of the Eleventh International Conference on Computational Creativity
Antal sidor8
FörlagAssociation for Computational Creativity
Utgivningsdatum7 sep 2020
Sidor303-310
StatusPublicerad - 7 sep 2020
MoE-publikationstypA4 Artikel i en konferenspublikation

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