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Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences

The importance of embodiment for effective robot performance has been postulated for a long time. Despite this, only relatively recently concrete quantitative models were put forward to characterize the advantages provided by a well-chosen embodiment. We here use one of these models, based on the co...

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Detalles Bibliográficos
Autores principales: Riegler, Bente, Polani, Daniel, Steuber, Volker
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8121084/
https://www.ncbi.nlm.nih.gov/pubmed/33996919
http://dx.doi.org/10.3389/frobt.2021.535158
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author Riegler, Bente
Polani, Daniel
Steuber, Volker
author_facet Riegler, Bente
Polani, Daniel
Steuber, Volker
author_sort Riegler, Bente
collection PubMed
description The importance of embodiment for effective robot performance has been postulated for a long time. Despite this, only relatively recently concrete quantitative models were put forward to characterize the advantages provided by a well-chosen embodiment. We here use one of these models, based on the concept of relevant information, to identify in a minimalistic scenario how and when embodiment affects the decision density. Concretely, we study how embodiment affects information costs when, instead of atomic actions, scripts are introduced, that is, predefined action sequences. Their inclusion can be treated as a straightforward extension of the basic action space. We will demonstrate the effect on informational decision cost of utilizing scripts vs. basic actions using a simple navigation task. Importantly, we will also employ a world with “mislabeled” actions, which we will call a “twisted” world. This is a model which had been used in an earlier study of the influence of embodiment on decision costs. It will turn out that twisted scenarios, as opposed to well-labeled (“embodied”) ones, are significantly more costly in terms of relevant information. This cost is further worsened when the agent is forced to lower the decision density by employing scripts (once a script is triggered, no decisions are taken until the script has run to its end). This adds to our understanding why well-embodied (interpreted in our model as well-labeled) agents should be preferable, in a quantifiable, objective sense.
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spelling pubmed-81210842021-05-15 Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences Riegler, Bente Polani, Daniel Steuber, Volker Front Robot AI Robotics and AI The importance of embodiment for effective robot performance has been postulated for a long time. Despite this, only relatively recently concrete quantitative models were put forward to characterize the advantages provided by a well-chosen embodiment. We here use one of these models, based on the concept of relevant information, to identify in a minimalistic scenario how and when embodiment affects the decision density. Concretely, we study how embodiment affects information costs when, instead of atomic actions, scripts are introduced, that is, predefined action sequences. Their inclusion can be treated as a straightforward extension of the basic action space. We will demonstrate the effect on informational decision cost of utilizing scripts vs. basic actions using a simple navigation task. Importantly, we will also employ a world with “mislabeled” actions, which we will call a “twisted” world. This is a model which had been used in an earlier study of the influence of embodiment on decision costs. It will turn out that twisted scenarios, as opposed to well-labeled (“embodied”) ones, are significantly more costly in terms of relevant information. This cost is further worsened when the agent is forced to lower the decision density by employing scripts (once a script is triggered, no decisions are taken until the script has run to its end). This adds to our understanding why well-embodied (interpreted in our model as well-labeled) agents should be preferable, in a quantifiable, objective sense. Frontiers Media S.A. 2021-04-12 /pmc/articles/PMC8121084/ /pubmed/33996919 http://dx.doi.org/10.3389/frobt.2021.535158 Text en Copyright © 2021 Riegler, Polani and Steuber. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Robotics and AI
Riegler, Bente
Polani, Daniel
Steuber, Volker
Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences
title Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences
title_full Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences
title_fullStr Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences
title_full_unstemmed Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences
title_short Embodiment and Its Influence on Informational Costs of Decision Density—Atomic Actions vs. Scripted Sequences
title_sort embodiment and its influence on informational costs of decision density—atomic actions vs. scripted sequences
topic Robotics and AI
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8121084/
https://www.ncbi.nlm.nih.gov/pubmed/33996919
http://dx.doi.org/10.3389/frobt.2021.535158
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