[HTML][HTML] Medial and orbital frontal cortex in decision-making and flexible behavior

MC Klein-Flügge, A Bongioanni, MFS Rushworth - Neuron, 2022 - cell.com
The medial frontal cortex and adjacent orbitofrontal cortex have been the focus of
investigations of decision-making, behavioral flexibility, and social behavior. We review …

[HTML][HTML] Deep reinforcement learning and its neuroscientific implications

M Botvinick, JX Wang, W Dabney, KJ Miller… - Neuron, 2020 - cell.com
The emergence of powerful artificial intelligence (AI) is defining new research directions in
neuroscience. To date, this research has focused largely on deep neural networks trained …

Balancing exploration and exploitation with information and randomization

RC Wilson, E Bonawitz, VD Costa, RB Ebitz - Current opinion in behavioral …, 2021 - Elsevier
Explore-exploit decisions require us to trade off the benefits of exploring unknown options to
learn more about them, with exploiting known options, for immediate reward. Such decisions …

Multidimensional processing in the amygdala

KM Gothard - Nature Reviews Neuroscience, 2020 - nature.com
Brain-wide circuits that coordinate affective and social behaviours intersect in the amygdala.
Consequently, amygdala lesions cause a heterogeneous array of social and non-social …

Reinforcement-learning in fronto-striatal circuits

B Averbeck, JP O'Doherty - Neuropsychopharmacology, 2022 - nature.com
We review the current state of knowledge on the computational and neural mechanisms of
reinforcement-learning with a particular focus on fronto-striatal circuits. We divide the …

[HTML][HTML] The neurocomputational bases of explore-exploit decision-making

J Hogeveen, TS Mullins, JD Romero, E Eversole… - Neuron, 2022 - cell.com
Flexible decision-making requires animals to forego immediate rewards (exploitation) and
try novel choice options (exploration) to discover if they are preferable to familiar …

[HTML][HTML] Prefrontal cortex predicts state switches during reversal learning

R Bartolo, BB Averbeck - Neuron, 2020 - cell.com
Reinforcement learning allows organisms to predict future outcomes and to update their
beliefs about value in the world. The dorsal-lateral prefrontal cortex (dlPFC) integrates …

[HTML][HTML] Dopaminergic modulation of the exploration/exploitation trade-off in human decision-making

K Chakroun, D Mathar, A Wiehler, F Ganzer, J Peters - Elife, 2020 - elifesciences.org
Involvement of dopamine in regulating exploration during decision-making has long been
hypothesized, but direct causal evidence in humans is still lacking. Here, we use a …

Humans adaptively resolve the explore-exploit dilemma under cognitive constraints: Evidence from a multi-armed bandit task

VM Brown, MN Hallquist, MJ Frank, AY Dombrovski - Cognition, 2022 - Elsevier
When navigating uncertain worlds, humans must balance exploring new options versus
exploiting known rewards. Longer horizons and spatially structured option values …

From exploration to exploitation: A shifting mental mode in late life development

RN Spreng, GR Turner - Trends in Cognitive Sciences, 2021 - cell.com
Changes in cognition, affect, and brain function combine to promote a shift in the nature of
mentation in older adulthood, favoring exploitation of prior knowledge over exploratory …