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 …
adaptive decisions in the service of achieving the best possible outcomes in that …
[HTML][HTML] The global workspace needs metacognition
The two leading cognitive accounts of consciousness currently available concern global
workspace (a form of working memory) and metacognition. There is relatively little …
workspace (a form of working memory) and metacognition. There is relatively little …
Expectations of reward and efficacy guide cognitive control allocation
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 …
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
While often seeming to investigate rather different problems, research into value-based
decision making and cognitive control have historically offered parallel insights into how …
decision making and cognitive control have historically offered parallel insights into how …
Suprathreshold perceptual decisions constrain models of confidence
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 …
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
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 …
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 …
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
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 …
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 …
flexibility.•Dual-process RL unifies habit-driven System I and deliberative System II …
Aha! moments correspond to metacognitive prediction errors
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 …
moments when we transition from not knowing to suddenly realizing the solution to a …