One-shot learning and behavioral eligibility traces in sequential decision making

In many daily tasks, we make multiple decisions before reaching a goal. In order to learn such sequences of decisions, a mechanism to link earlier actions to later reward is necessary. Reinforcement learning (RL) theory suggests two classes of algorithms solving this credit assignment problem: In cl...

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Bibliographic Details
Published in:eLife
Main Authors: Lehmann, Marco P, Xu, He A, Liakoni, Vasiliki, Herzog, Michael H, Gerstner, Wulfram, Preuschoff, Kerstin
Format: Artigo
Language:Inglês
Published: eLife Sciences Publications, Ltd 2019
Subjects:
Neuroscience
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC6897511/
https://ncbi.nlm.nih.gov/pubmed/31709980
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.7554/eLife.47463
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