Rational metareasoning and the plasticity of cognitive control

F Lieder, A Shenhav, S Musslick… - PLoS computational …, 2018 - journals.plos.org
The human brain has the impressive capacity to adapt how it processes information to high-
level goals. While it is known that these cognitive control skills are malleable and can be …

How to set the switches on this thing

P Dayan - Current opinion in neurobiology, 2012 - Elsevier
Reinforcement learning (RL) has become a dominant computational paradigm for modeling
psychological and neural aspects of affectively charged decision-making tasks. RL is …

[HTML][HTML] Rationalizing constraints on the capacity for cognitive control

S Musslick, JD Cohen - Trends in Cognitive Sciences, 2021 - cell.com
Humans are remarkably limited in:(i) how many control-dependent tasks they can execute
simultaneously, and (ii) how intensely they can focus on a single task. These limitations are …

Aversive motivation and cognitive control

DM Yee, X Leng, A Shenhav, TS Braver - Neuroscience & Biobehavioral …, 2022 - Elsevier
Aversive motivation plays a prominent role in driving individuals to exert cognitive control.
However, the complexity of behavioral responses attributed to aversive incentives creates …

Cognitive control predicts use of model-based reinforcement learning

AR Otto, A Skatova, S Madlon-Kay… - Journal of cognitive …, 2015 - direct.mit.edu
Accounts of decision-making and its neural substrates have long posited the operation of
separate, competing valuation systems in the control of choice behavior. Recent theoretical …

Metacognition and reasoning

L Fletcher, P Carruthers - Philosophical Transactions of …, 2012 - royalsocietypublishing.org
This article considers the cognitive architecture of human meta-reasoning: that is,
metacognition concerning one's own reasoning and decision-making. The view we defend …

Grounding cognitive control in associative learning.

E Abrahamse, S Braem, W Notebaert… - Psychological …, 2016 - psycnet.apa.org
Cognitive control covers a broad range of cognitive functions, but its research and theories
typically remain tied to a single domain. Here we outline and review an associative learning …

Bayesian modeling of flexible cognitive control

J Jiang, K Heller, T Egner - Neuroscience & Biobehavioral Reviews, 2014 - Elsevier
Abstract “Cognitive control” describes endogenous guidance of behavior in situations where
routine stimulus-response associations are suboptimal for achieving a desired goal. The …

Cognitive control as a multivariate optimization problem

H Ritz, X Leng, A Shenhav - Journal of Cognitive Neuroscience, 2022 - direct.mit.edu
A hallmark of adaptation in humans and other animals is our ability to control how we think
and behave across different settings. Research has characterized the various forms …

A matched filter hypothesis for cognitive control

EG Chrysikou, MJ Weber, SL Thompson-Schill - Neuropsychologia, 2014 - Elsevier
The prefrontal cortex exerts top-down influences on several aspects of higher-order
cognition by functioning as a filtering mechanism that biases bottom-up sensory information …