Perceptual decision making in rodents, monkeys, and humans

TD Hanks, C Summerfield - Neuron, 2017 - cell.com
Perceptual decision making is the process by which animals detect, discriminate, and
categorize information from the senses. Over the past two decades, understanding how …

Reinforcement learning across development: What insights can we draw from a decade of research?

K Nussenbaum, CA Hartley - Developmental cognitive neuroscience, 2019 - Elsevier
The past decade has seen the emergence of the use of reinforcement learning models to
study developmental change in value-based learning. It is unclear, however, whether these …

Suboptimality in perceptual decision making

D Rahnev, RN Denison - Behavioral and brain sciences, 2018 - cambridge.org
Human perceptual decisions are often described as optimal. Critics of this view have argued
that claims of optimality are overly flexible and lack explanatory power. Meanwhile …

Dynamic modulation of decision biases by brainstem arousal systems

JW de Gee, O Colizoli, NA Kloosterman, T Knapen… - elife, 2017 - elifesciences.org
Decision-makers often arrive at different choices when faced with repeated presentations of
the same evidence. Variability of behavior is commonly attributed to noise in the brain's …

Choice history biases subsequent evidence accumulation

AE Urai, JW De Gee, K Tsetsos, TH Donner - Elife, 2019 - elifesciences.org
Perceptual choices depend not only on the current sensory input but also on the behavioral
context, such as the history of one's own choices. Yet, it remains unknown how such history …

A disinhibitory circuit mechanism explains a general principle of peak performance during mid-level arousal

L Beerendonk, JF Mejías, SA Nuiten… - Proceedings of the …, 2024 - National Acad Sciences
Perceptual decision-making is highly dependent on the momentary arousal state of the
brain, which fluctuates over time on a scale of hours, minutes, and even seconds. The …

[HTML][HTML] Ongoing neural oscillations influence behavior and sensory representations by suppressing neuronal excitability

L Iemi, L Gwilliams, J Samaha, R Auksztulewicz… - NeuroImage, 2022 - Elsevier
The ability to process and respond to external input is critical for adaptive behavior. Why,
then, do neural and behavioral responses vary across repeated presentations of the same …

Computational noise in reward-guided learning drives behavioral variability in volatile environments

C Findling, V Skvortsova, R Dromnelle… - Nature …, 2019 - nature.com
When learning the value of actions in volatile environments, humans often make seemingly
irrational decisions that fail to maximize expected value. We reasoned that these 'non …

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 …

The neural network RTNet exhibits the signatures of human perceptual decision-making

F Rafiei, M Shekhar, D Rahnev - Nature Human Behaviour, 2024 - nature.com
Convolutional neural networks show promise as models of biological vision. However, their
decision behaviour, including the facts that they are deterministic and use equal numbers of …