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Published in 2021 at "Nature communications"
DOI: 10.1038/s41467-021-27413-2
Abstract: Learning appropriate representations of the reward environment is challenging in the real world where there are many options, each with multiple attributes or features. Despite existence of alternative solutions for this challenge, neural mechanisms underlying…
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Keywords:
value representations;
value;
mechanisms distributed;
learning strategies ... See more keywords
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Published in 2023 at "Frontiers in Computational Neuroscience"
DOI: 10.3389/fncom.2023.1203717
Abstract: COPYRIGHT © 2023 Röhrbein and Senden. 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…
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Keywords:
computational mechanisms;
mechanisms integrated;
embodied brain;
integrated sensorimotor ... See more keywords
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Published in 2017 at "Frontiers in Psychology"
DOI: 10.3389/fpsyg.2017.02048
Abstract: Our ability to learn from the outcomes of our actions and to adapt our decisions accordingly changes over the course of the human lifespan. In recent years, there has been an increasing interest in using…
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Keywords:
learning computational;
computational mechanisms;
developmental changes;
computational models ... See more keywords
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Published in 2019 at "eLife"
DOI: 10.7554/elife.41703
Abstract: Successful behaviour depends on the right balance between maximising reward and soliciting information about the world. Here, we show how different types of information-gain emerge when casting behaviour as surprise minimisation. We present two distinct…
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Keywords:
mechanisms curiosity;
computational mechanisms;
directed exploration;
exploration ... See more keywords