Ten simple rules for the computational modeling of behavioral data

RC Wilson, AGE Collins - Elife, 2019 - elifesciences.org
Computational modeling of behavior has revolutionized psychology and neuroscience. By
fitting models to experimental data we can probe the algorithms underlying behavior, find …

Bayesian approaches to autism: Towards volatility, action, and behavior.

CJ Palmer, RP Lawson, J Hohwy - Psychological bulletin, 2017 - psycnet.apa.org
Autism spectrum disorder currently lacks an explanation that bridges cognitive,
computational, and neural domains. In the past 5 years, progress has been sought in this …

[HTML][HTML] A step-by-step tutorial on active inference and its application to empirical data

R Smith, KJ Friston, CJ Whyte - Journal of mathematical psychology, 2022 - Elsevier
The active inference framework, and in particular its recent formulation as a partially
observable Markov decision process (POMDP), has gained increasing popularity in recent …

Turning large language models into cognitive models

M Binz, E Schulz - ar** the self in the brain's default mode network
CG Davey, J Pujol, BJ Harrison - NeuroImage, 2016 - Elsevier
The brain's default mode network (DMN) has become closely associated with self-referential
mental activity, particularly in the resting-state. While the DMN is important for such …

[HTML][HTML] Bayesian model reduction and empirical Bayes for group (DCM) studies

KJ Friston, V Litvak, A Oswal, A Razi, KE Stephan… - Neuroimage, 2016 - Elsevier
This technical note describes some Bayesian procedures for the analysis of group studies
that use nonlinear models at the first (within-subject) level–eg, dynamic causal models–and …

The salience network is responsible for switching between the default mode network and the central executive network: replication from DCM

N Goulden, A Khusnulina, NJ Davis, RM Bracewell… - Neuroimage, 2014 - Elsevier
With the advent of new analysis methods in neuroimaging that involve independent
component analysis (ICA) and dynamic causal modelling (DCM), investigations have …

Bifurcation in brain dynamics reveals a signature of conscious processing independent of report

C Sergent, M Corazzol, G Labouret, F Stockart… - Nature …, 2021 - nature.com
An outstanding challenge for consciousness research is to characterize the neural signature
of conscious access independently of any decisional processes. Here we present a model …