dc.contributor.author | Sabathiel, Silvester | |
dc.contributor.author | Petruzzellis, Flavio | |
dc.contributor.author | Testolin, Alberto | |
dc.contributor.author | Solstad, Trygve | |
dc.date.accessioned | 2023-04-25T11:06:57Z | |
dc.date.available | 2023-04-25T11:06:57Z | |
dc.date.created | 2022-10-10T08:48:46Z | |
dc.date.issued | 2022 | |
dc.identifier.issn | 2703-6928 | |
dc.identifier.uri | https://hdl.handle.net/11250/3064894 | |
dc.description.abstract | Symbolic numbers are a remarkable product ofhuman cultural development. The developmentalprocess involved the creation and progressive re-finement of material representational tools, suchas notched tallies, knotted strings, and countingboards. In this paper, we introduce a computa-tional framework that allows the investigation ofhow material representations might support num-ber processing in a deep reinforcement learning sce-nario. In this framework, agents can use an exter-nal, discrete state to communicate information tosolve a simple numerical estimation task. We findthat different perceptual and processing constraintsresult in different emergent representations, whosespecific characteristics can facilitate the learningand communication of numbers. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | Septentrio Academic Publishing | en_US |
dc.rights | Navngivelse 4.0 Internasjonal | * |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/deed.no | * |
dc.title | Self-Communicating Deep Reinforcement Learning Agents Develop External Number Representations | en_US |
dc.title.alternative | Self-Communicating Deep Reinforcement Learning Agents Develop External Number Representations | en_US |
dc.type | Peer reviewed | en_US |
dc.type | Journal article | en_US |
dc.description.version | publishedVersion | en_US |
dc.source.volume | 3 | en_US |
dc.source.journal | Proceedings of the Northern Lights Deep Learning Workshop | en_US |
dc.identifier.doi | 10.7557/18.6291 | |
dc.identifier.cristin | 2059871 | |
dc.relation.project | Norges forskningsråd: 283441 | en_US |
cristin.ispublished | true | |
cristin.fulltext | original | |
cristin.qualitycode | 1 | |