Advanced reinforcement learning and its connections with brain neuroscience

C Fan, L Yao, J Zhang, Z Zhen, X Wu - Research, 2023 - spj.science.org
… We introduce the related preliminaries of RL and brain neuroscience in the “Reinforcement
Learning” and “Brain Neuroscience” sections, respectively. Advanced RL schemes are …

Decision theory, reinforcement learning, and the brain

P Dayan, ND Daw - Cognitive, Affective, & Behavioral Neuroscience, 2008 - Springer
… of model-free reinforcement learning algorithms onto the brain, with the neuromodulator …
More recently, it has been suggested that the brain also employs modelbased methods for …

Reinforcement learning in the brain

Y Niv - Journal of Mathematical Psychology, 2009 - Elsevier
… theory of reinforcement learning and its … brains of animals and humans bring about complex
behavior. We believe that this connection between neuroscience and reinforcement learning

[PDF][PDF] Reinforcement learning

RS Sutton, AG Barto - Journal of Cognitive Neuroscience, 1999 - academia.edu
… However, in the case of cognitive neuroscientists, this book may be disappointing. From
a cognitive neuroscientific perspective, brain imaging techniques provide tools useful in the …

Reinforcement learning and its connections with neuroscience and psychology

A Subramanian, S Chitlangia, V Baths - Neural Networks, 2022 - Elsevier
reinforcement learning concepts and corresponding work validating their involvement in
animal learning (… To do so, we discuss specific challenges in RL that brain science might hold …

Using reinforcement learning models in social neuroscience: frameworks, pitfalls and suggestions of best practices

L Zhang, L Lengersdorff, N Mikus… - … Neuroscience, 2020 - academic.oup.com
… and model-identified brain networks. Second, as social neuroscience moves forward, it is …
provide neither a thorough overview of reinforcement learning nor an introduction on how to …

Neural basis of reinforcement learning and decision making

D Lee, H Seo, MW Jung - Annual review of neuroscience, 2012 - annualreviews.org
reinforcement learning, whereas reinforcement learning … different types of reinforcement
learning are linked in the brain. We … the neurobiological mechanisms of reinforcement learning. …

Efficient reinforcement learning: computational theories, neuroscience and robotics

M Kawato, K Samejima - Current opinion in neurobiology, 2007 - Elsevier
… (eg cell, circuit, brain and behavioral levels) and use of different neuroscience techniques (eg
… of using a plain reinforcement learning algorithm as a brain model. Several computational …

Deep reinforcement learning and its neuroscientific implications

M Botvinick, JX Wang, W Dabney, KJ Miller… - Neuron, 2020 - cell.com
… research on brain and … neuroscientists. Our purpose in this review is to call attention to one
such area that has vital implications for neuroscience, namely, deep reinforcement learning (…

What do reinforcement learning models measure? Interpreting model parameters in cognition and neuroscience

MK Eckstein, L Wilbrecht, AGE Collins - Current opinion in behavioral …, 2021 - Elsevier
… cognitive neuroscience. The success of RL has fed a notion of omniscience that RL can peer
into the brain … Then, we examine where cognitive neuroscience may be overstepping in its …