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Neural Correlates of Hierarchical Reinforcement Learning

José J. F. Ribas-Fernandes, Yael Niv, and Matthew M. Botvinick

in Neural Basis of Motivational and Cognitive Control

Published in print:
2011
Published Online:
August 2013
ISBN:
9780262016438
eISBN:
9780262298490
Item type:
chapter
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262016438.003.0016
Subject:
Neuroscience, Behavioral Neuroscience

This chapter discusses the relevance of reinforcement learning (RL) to its hierarchical structure. It first reviews the fundamentals of RL, with a focus on temporal-difference learning in ... More


An Integrative Theory of Anterior Cingulate Cortex Function: Option Selection in Hierarchical Reinforcement Learning

Clay B. Holroyd and Nick Yeung

in Neural Basis of Motivational and Cognitive Control

Published in print:
2011
Published Online:
August 2013
ISBN:
9780262016438
eISBN:
9780262298490
Item type:
chapter
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262016438.003.0018
Subject:
Neuroscience, Behavioral Neuroscience

This chapter discusses a new integrative theory of anterior cingulate cortex (ACC) function that proposes that the dorsal ACC supports the selection and execution of coherent behaviors over extended ... More


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