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 …

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 …

Rational use of cognitive resources in human planning

F Callaway, B van Opheusden, S Gul, P Das… - Nature Human …, 2022 - nature.com
Making good decisions requires thinking ahead, but the huge number of actions and
outcomes one could consider makes exhaustive planning infeasible for computationally …

Visual attention modulates the integration of goal-relevant evidence and not value

P Sepulveda, M Usher, N Davies, AA Benson… - Elife, 2020 - elifesciences.org
When choosing between options, such as food items presented in plain view, people tend to
choose the option they spend longer looking at. The prevailing interpretation is that visual …

A dynamic computational model of gaze and choice in multi-attribute decisions.

X Yang, I Krajbich - Psychological Review, 2023 - psycnet.apa.org
When making decisions, how people allocate their attention influences their choices. One
empirical finding is that people are more likely to choose the option that they have looked at …

Fixation patterns in simple choice reflect optimal information sampling

F Callaway, A Rangel, TL Griffiths - PLoS computational biology, 2021 - journals.plos.org
Simple choices (eg, eating an apple vs. an orange) are made by integrating noisy evidence
that is sampled over time and influenced by visual attention; as a result, fluctuations in visual …

The elusiveness of context effects in decision making

MS Spektor, S Bhatia, S Gluth - Trends in Cognitive Sciences, 2021 - cell.com
Contextual features influence human and non-human decision making, giving rise to
preference reversals. Decades of research have documented the species and situations in …

Humans actively sample evidence to support prior beliefs

P Kaanders, P Sepulveda, T Folke, P Ortoleva… - Elife, 2022 - elifesciences.org
No one likes to be wrong. Previous research has shown that participants may underweight
information incompatible with previous choices, a phenomenon called confirmation bias. In …

Attentional economics links value-modulated attentional capture and decision-making

D Pearson, P Watson, L Albertella… - Nature Reviews …, 2022 - nature.com
Effective decision-making involves multiple steps to reduce a nearly limitless set of available
choices to a final selection. The attention system plays a critical early role in this process by …

Trading mental effort for confidence in the metacognitive control of value-based decision-making

DG Lee, J Daunizeau - elife, 2021 - elifesciences.org
Why do we sometimes opt for actions or items that we do not value the most? Under current
neurocomputational theories, such preference reversals are typically interpreted in terms of …