If deep learning is the answer, what is the question?

A Saxe, S Nelli, C Summerfield - Nature Reviews Neuroscience, 2021 - nature.com
Neuroscience research is undergoing a minor revolution. Recent advances in machine
learning and artificial intelligence research have opened up new ways of thinking about …

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 …

Towards the neural population doctrine

S Saxena, JP Cunningham - Current opinion in neurobiology, 2019 - Elsevier
Highlights•New generations of recording and computing technologies have enabled
neuroscience at the level of the neural population.•Landmark scientific findings suggest the …

Neuronal reward and decision signals: from theories to data

W Schultz - Physiological reviews, 2015 - journals.physiology.org
Rewards are crucial objects that induce learning, approach behavior, choices, and
emotions. Whereas emotions are difficult to investigate in animals, the learning function is …

Flexible timing by temporal scaling of cortical responses

J Wang, D Narain, EA Hosseini, M Jazayeri - Nature neuroscience, 2018 - nature.com
Musicians can perform at different tempos, speakers can control the cadence of their
speech, and children can flexibly vary their temporal expectations of events. To understand …

[HTML][HTML] 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 …

Inhibition and impulsivity: behavioral and neural basis of response control

A Bari, TW Robbins - Progress in neurobiology, 2013 - Elsevier
In many circumstances alternative courses of action and thoughts have to be inhibited to
allow the emergence of goal-directed behavior. However, this has not been the accepted …

Expectation in perceptual decision making: neural and computational mechanisms

C Summerfield, FP De Lange - Nature Reviews Neuroscience, 2014 - nature.com
Sensory signals are highly structured in both space and time. These structural regularities in
visual information allow expectations to form about future stimulation, thereby facilitating …

Neural mechanisms of movement planning: motor cortex and beyond

K Svoboda, N Li - Current opinion in neurobiology, 2018 - Elsevier
Highlights•Preparatory activity is a neural correlate of motor planning.•Multiple brain areas
cooperate to maintain preparatory activity.•Preparatory activity sets network activity to an …

Sequential sampling models in cognitive neuroscience: Advantages, applications, and extensions

BU Forstmann, R Ratcliff… - Annual review of …, 2016 - annualreviews.org
Sequential sampling models assume that people make speeded decisions by gradually
accumulating noisy information until a threshold of evidence is reached. In cognitive …