Advances in modeling learning and decision-making in neuroscience

AGE Collins, A Shenhav - Neuropsychopharmacology, 2022 - nature.com
An organism's survival depends on its ability to learn about its environment and to make
adaptive decisions in the service of achieving the best possible outcomes in that …

[HTML][HTML] The global workspace needs metacognition

N Shea, CD Frith - Trends in cognitive sciences, 2019 - cell.com
The two leading cognitive accounts of consciousness currently available concern global
workspace (a form of working memory) and metacognition. There is relatively little …

Expectations of reward and efficacy guide cognitive control allocation

R Frömer, H Lin, CK Dean Wolf, M Inzlicht… - Nature …, 2021 - nature.com
The amount of mental effort we invest in a task is influenced by the reward we can expect if
we perform that task well. However, some of the rewards that have the greatest potential for …

Filling the gaps: Cognitive control as a critical lens for understanding mechanisms of value-based decision-making

R Frömer, A Shenhav - Neuroscience & Biobehavioral Reviews, 2022 - Elsevier
While often seeming to investigate rather different problems, research into value-based
decision making and cognitive control have historically offered parallel insights into how …

Suprathreshold perceptual decisions constrain models of confidence

SM Locke, MS Landy, P Mamassian - PLoS computational biology, 2022 - journals.plos.org
Perceptual confidence is an important internal signal about the certainty of our decisions
and there is a substantial debate on how it is computed. We highlight three confidence …

[HTML][HTML] Negative news dominates fast and slow brain responses and social judgments even after source credibility evaluation

J Baum, RA Rahman - NeuroImage, 2021 - Elsevier
Remedies to counter the impact of misinformation are in high demand, but little is known
about the neuro-cognitive consequences of untrustworthy information and how they can be …

Modulation of Motor Vigor by Expectation of Reward Probability Trial-by-Trial Is Preserved in Healthy Ageing and Parkinson's Disease Patients

M Tecilla, M Großbach, G Gentile… - Journal of …, 2023 - Soc Neuroscience
Motor improvements, such as faster movement times or increased velocity, have been
associated with reward magnitude in deterministic contexts. Yet whether individual …

[HTML][HTML] Getting off track: Cortical feedback processing network modulated by continuous error signal during target-feedback mismatch

HS Pulferer, K Kostoglou, GR Müller-Putz - NeuroImage, 2023 - Elsevier
Performance monitoring and feedback processing–especially in the wake of erroneous
outcomes–represent a crucial aspect of everyday life, allowing us to deal with imminent …

[HTML][HTML] Modelling cognitive flexibility with deep neural networks

K Sandbrink, C Summerfield - Current Opinion in Behavioral Sciences, 2024 - Elsevier
Highlights•We review recent advances in endowing deep RL systems with cognitive
flexibility.•Dual-process RL unifies habit-driven System I and deliberative System II …

Aha! moments correspond to metacognitive prediction errors

R Dubey, MK Ho, H Mehta, T Griffiths - 2021 - psyarxiv.com
Psychologists have long been fascinated with understanding the nature of Aha! moments,
moments when we transition from not knowing to suddenly realizing the solution to a …