Projective simulation for artificial intelligence
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- dc.contributor.author Briegel, Hans J.
- dc.contributor.author de las Cuevas, Gemma
- dc.date.accessioned 2025-11-04T06:46:47Z
- dc.date.available 2025-11-04T06:46:47Z
- dc.date.issued 2012
- dc.description.abstract We propose a model of a learning agent whose interaction with the environment is governed by a simulation-based projection, which allows the agent to project itself into future situations before it takes real action. Projective simulation is based on a random walk through a network of clips, which are elementary patches of episodic memory. The network of clips changes dynamically, both due to new perceptual input and due to certain compositional principles of the simulation process. During simulation, the clips are screened for specific features which trigger factual action of the agent. The scheme is different from other, computational, notions of simulation and it provides a new element in an embodied cognitive science approach to intelligent action and learning. Our model provides a natural route for generalization to quantum-mechanical operation and connects the fields of reinforcement learning and quantum computation.en
- dc.format.mimetype application/pdf
- dc.identifier.citation Briegel HJ, de las Cuevas G. Projective simulation for artificial intelligence. Sci Rep. 2012 May 15;2(1):400. DOI: 10.1038/srep00400
- dc.identifier.doi http://dx.doi.org/10.1038/srep00400
- dc.identifier.issn 2045-2322
- dc.identifier.uri http://hdl.handle.net/10230/71751
- dc.language.iso eng
- dc.publisher Nature Research
- dc.relation.ispartof Scientific Reports. 2012 May 15;2(1):400
- dc.rights This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/
- dc.rights.accessRights info:eu-repo/semantics/openAccess
- dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/3.0/
- dc.subject.other Estadística quànticaca
- dc.subject.other Físicaca
- dc.subject.other Termodinàmicaca
- dc.title Projective simulation for artificial intelligenceen
- dc.type info:eu-repo/semantics/article
- dc.type.version info:eu-repo/semantics/publishedVersion