Confidence as Bayesian probability: From neural origins to behavior

F Meyniel, M Sigman, ZF Mainen - Neuron, 2015 - cell.com
Research on confidence spreads across several sub-fields of psychology and neuroscience.
Here, we explore how a definition of confidence as Bayesian probability can unify these …

Introduction to spiking neural networks: Information processing, learning and applications

F Ponulak, A Kasinski - Acta neurobiologiae experimentalis, 2011 - ane.pl
The concept that neural information is encoded in the firing rate of neurons has been the
dominant paradigm in neurobiology for many years. This paradigm has also been adopted …

Bayesian fundamentalism or enlightenment? On the explanatory status and theoretical contributions of Bayesian models of cognition

M Jones, BC Love - Behavioral and brain sciences, 2011 - cambridge.org
The prominence of Bayesian modeling of cognition has increased recently largely because
of mathematical advances in specifying and deriving predictions from complex probabilistic …

Encoding and decoding in parietal cortex during sensorimotor decision-making

IM Park, MLR Meister, AC Huk, JW Pillow - Nature neuroscience, 2014 - nature.com
It has been suggested that the lateral intraparietal area (LIP) of macaques plays a
fundamental role in sensorimotor decision-making. We examined the neural code in LIP at …

Computational precision of mental inference as critical source of human choice suboptimality

J Drugowitsch, V Wyart, AD Devauchelle, E Koechlin - Neuron, 2016 - cell.com
Making decisions in uncertain environments often requires combining multiple pieces of
ambiguous information from external cues. In such conditions, human choices resemble …

Neural antecedents of self-initiated actions in secondary motor cortex

M Murakami, MI Vicente, GM Costa, ZF Mainen - Nature neuroscience, 2014 - nature.com
The neural origins of spontaneous or self-initiated actions are not well understood and their
interpretation is controversial. To address these issues, we used a task in which rats decide …

Toward a neurobiology of delusions

PR Corlett, JR Taylor, XJ Wang, PC Fletcher… - Progress in …, 2010 - Elsevier
Delusions are the false and often incorrigible beliefs that can cause severe suffering in
mental illness. We cannot yet explain them in terms of underlying neurobiological …

Rhythmic fluctuations in evidence accumulation during decision making in the human brain

V Wyart, V De Gardelle, J Scholl, C Summerfield - Neuron, 2012 - cell.com
Categorical choices are preceded by the accumulation of sensory evidence in favor of one
action or another. Current models describe evidence accumulation as a continuous process …

Computational models of adaptive behavior and prefrontal cortex

A Soltani, E Koechlin - Neuropsychopharmacology, 2022 - nature.com
The real world is uncertain, and while ever changing, it constantly presents itself in terms of
new sets of behavioral options. To attain the flexibility required to tackle these challenges …

Reward-based training of recurrent neural networks for cognitive and value-based tasks

HF Song, GR Yang, XJ Wang - Elife, 2017 - elifesciences.org
Trained neural network models, which exhibit features of neural activity recorded from
behaving animals, may provide insights into the circuit mechanisms of cognitive functions …