Formalizing planning and information search in naturalistic decision-making

LT Hunt, ND Daw, P Kaanders, MA MacIver… - Nature …, 2021 - nature.com
Decisions made by mammals and birds are often temporally extended. They require
planning and sampling of decision-relevant information. Our understanding of such decision …

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 …

Metacognitive computations for information search: Confidence in control.

L Schulz, SM Fleming, P Dayan - Psychological Review, 2023 - psycnet.apa.org
The metacognitive sense of confidence can play a critical role in regulating decision making.
In particular, a lack of confidence can justify the explicit, potentially costly, instrumental …

A rational model of people's inferences about others' preferences based on response times

V Gates, F Callaway, MK Ho, TL Griffiths - Cognition, 2021 - Elsevier
There'sa difference between someone instantaneously saying “Yes!” when you ask them on
a date compared to “… yes.” Psychologists and economists have long studied how people …

Automatic discovery of interpretable planning strategies

J Skirzyński, F Becker, F Lieder - Machine Learning, 2021 - Springer
When making decisions, people often overlook critical information or are overly swayed by
irrelevant information. A common approach to mitigate these biases is to provide decision …

A computational process-tracing method for measuring people's planning strategies and how they change over time

YR Jain, F Callaway, TL Griffiths, P Dayan, R He… - Behavior Research …, 2023 - Springer
One of the most unique and impressive feats of the human mind is its ability to discover and
continuously refine its own cognitive strategies. Elucidating the underlying learning and …

Balance between breadth and depth in human many-alternative decisions

A Vidal, S Soto-Faraco, R Moreno-Bote - ELife, 2022 - elifesciences.org
Many everyday life decisions require allocating finite resources, such as attention or time, to
examine multiple available options, like choosing a food supplier online. In cases like these …

Improving human decision-making by discovering efficient strategies for hierarchical planning

S Consul, L Heindrich, J Stojcheski, F Lieder - Computational Brain & …, 2022 - Springer
To make good decisions in the real world, people need efficient planning strategies because
their computational resources are limited. Knowing which planning strategies would work …

Deep imagination is a close to optimal policy for planning in large decision trees under limited resources

C Mastrogiuseppe, R Moreno-Bote - Scientific reports, 2022 - nature.com
Many decisions involve choosing an uncertain course of action in deep and wide decision
trees, as when we plan to visit an exotic country for vacation. In these cases, exhaustive …