Towards a neuroscience of active sampling and curiosity

J Gottlieb, PY Oudeyer - Nature Reviews Neuroscience, 2018 - nature.com
In natural behaviour, animals actively interrogate their environments using endogenously
generated 'question-and-answer'strategies. However, in laboratory settings participants …

Diffusion decision model: Current issues and history

R Ratcliff, PL Smith, SD Brown, G McKoon - Trends in cognitive sciences, 2016 - cell.com
There is growing interest in diffusion models to represent the cognitive and neural processes
of speeded decision making. Sequential-sampling models like the diffusion model have a …

Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources

F Lieder, TL Griffiths - Behavioral and brain sciences, 2020 - cambridge.org
Modeling human cognition is challenging because there are infinitely many mechanisms
that can generate any given observation. Some researchers address this by constraining the …

The speed-accuracy tradeoff: history, physiology, methodology, and behavior

RP Heitz - Frontiers in neuroscience, 2014 - frontiersin.org
There are few behavioral effects as ubiquitous as the speed-accuracy tradeoff (SAT). From
insects to rodents to primates, the tendency for decision speed to covary with decision …

Attention and choice: A review on eye movements in decision making

JL Orquin, SM Loose - Acta psychologica, 2013 - Elsevier
This paper reviews studies on eye movements in decision making, and compares their
observations to theoretical predictions concerning the role of attention in decision making …

Decision making and sequential sampling from memory

MN Shadlen, D Shohamy - Neuron, 2016 - cell.com
Decisions take time, and as a rule more difficult decisions take more time. But this only
raises the question of what consumes the time. For decisions informed by a sequence of …

Cognitive and neural bases of multi-attribute, multi-alternative, value-based decisions

JR Busemeyer, S Gluth, J Rieskamp… - Trends in cognitive …, 2019 - cell.com
Researchers have benefited from characterizing evidence-based decision making as a
process involving sequential sampling. More recently, sequential sampling models have …

[HTML][HTML] Decision making as a window on cognition

MN Shadlen, R Kiani - Neuron, 2013 - cell.com
A decision is a commitment to a proposition or plan of action based on information and
values associated with the possible outcomes. The process operates in a flexible timeframe …

Rethinking fast and slow based on a critique of reaction-time reverse inference

I Krajbich, B Bartling, T Hare, E Fehr - Nature communications, 2015 - nature.com
Do people intuitively favour certain actions over others? In some dual-process research,
reaction-time (RT) data have been used to infer that certain choices are intuitive. However …

A reinforcement learning diffusion decision model for value-based decisions

L Fontanesi, S Gluth, MS Spektor… - Psychonomic bulletin & …, 2019 - Springer
Psychological models of value-based decision-making describe how subjective values are
formed and mapped to single choices. Recently, additional efforts have been made to …