Stefan J. Kiebel

Orcid: 0000-0002-5052-1117

According to our database1, Stefan J. Kiebel authored at least 60 papers between 1999 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2023
Bayesian sparsification for deep neural networks with Bayesian model reduction.
CoRR, 2023

Towards a Formal Account on Negative Latency.
Proceedings of the Bridging the Gap Between AI and Reality, 2023

Strategy Synthesis in Markov Decision Processes Under Limited Sampling Access.
Proceedings of the NASA Formal Methods - 15th International Symposium, 2023

2022
Forward planning driven by context-dependant conflict processing in anterior cingulate cortex.
NeuroImage, 2022

2021
An empirical evaluation of active inference in multi-armed bandits.
Neural Networks, 2021

Neuronal Sequence Models for Bayesian Online Inference.
Frontiers Artif. Intell., 2021

2020
Dynamic integration of forward planning and heuristic preferences during multiple goal pursuit.
PLoS Comput. Biol., 2020

2019
Predicting change: Approximate inference under explicit representation of temporal structure in changing environments.
PLoS Comput. Biol., 2019

2018
Active Inference, Belief Propagation, and the Bethe Approximation.
Neural Comput., 2018

2017
A Bayesian Reformulation of the Extended Drift-Diffusion Model in Perceptual Decision Making.
Frontiers Comput. Neurosci., 2017

2016
Inferring Neuronal Dynamics from Calcium Imaging Data Using Biophysical Models and Bayesian Inference.
PLoS Comput. Biol., 2016

Comparative Analysis of Behavioral Models for Adaptive Learning in Changing Environments.
Frontiers Comput. Neurosci., 2016

2015
Modelling Odor Decoding in the Antennal Lobe by Combining Sequential Firing Rate Models with Bayesian Inference.
PLoS Comput. Biol., 2015

Modeling the Evolution of Beliefs Using an Attentional Focus Mechanism.
PLoS Comput. Biol., 2015

A Bayesian Attractor Model for Perceptual Decision Making.
PLoS Comput. Biol., 2015

Voice Identity Recognition: Functional Division of the Right STS and Its Behavioral Relevance.
J. Cogn. Neurosci., 2015

The Brain Uses Reliability of Stimulus Information when Making Perceptual Decisions.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

2013
From Birdsong to Human Speech Recognition: Bayesian Inference on a Hierarchy of Nonlinear Dynamical Systems.
PLoS Comput. Biol., 2013

Early auditory sensory processing of voices is facilitated by visual mechanisms.
NeuroImage, 2013

2012
Re-visiting the echo state property.
Neural Networks, 2012

Evidence for neural encoding of Bayesian surprise in human somatosensation.
NeuroImage, 2012

A dynamic causal model for evoked and induced responses.
NeuroImage, 2012

Recognizing recurrent neural networks (rRNN): Bayesian inference for recurrent neural networks.
Biol. Cybern., 2012

2011
A Hierarchical Neuronal Model for Generation and Online Recognition of Birdsongs.
PLoS Comput. Biol., 2011

EEG and MEG Data Analysis in SPM8.
Comput. Intell. Neurosci., 2011

2010
Bifurcation analysis of neural mass models: Impact of extrinsic inputs and dendritic time constants.
NeuroImage, 2010

A dynamic causal model study of neuronal population dynamics.
NeuroImage, 2010

Action and behavior: a free-energy formulation.
Biol. Cybern., 2010

2009
Recognizing Sequences of Sequences.
PLoS Comput. Biol., 2009

Cortical circuits for perceptual inference.
Neural Networks, 2009

Population dynamics under the Laplace assumption.
NeuroImage, 2009

Repetition suppression and plasticity in the human brain.
NeuroImage, 2009

Dynamical causal modelling for M/EEG: Spatial and temporal symmetry constraints.
NeuroImage, 2009

Dynamic causal modelling of distributed electromagnetic responses.
NeuroImage, 2009

Perception and hierarchical dynamics.
Frontiers Neuroinformatics, 2009

2008
A Hierarchy of Time-Scales and the Brain.
PLoS Comput. Biol., 2008

Bayesian estimation of synaptic physiology from the spectral responses of neural masses.
NeuroImage, 2008

Dynamic causal modelling for fMRI: A two-state model.
NeuroImage, 2008

Population dynamics: Variance and the sigmoid activation function.
NeuroImage, 2008

Variational Bayesian inversion of the equivalent current dipole model in EEG/MEG.
NeuroImage, 2008

The functional anatomy of the MMN: A DCM study of the roving paradigm.
NeuroImage, 2008

Multiple sparse priors for the M/EEG inverse problem.
NeuroImage, 2008

Dynamic causal modelling of induced responses.
NeuroImage, 2008

2007
A neural mass model of spectral responses in electrophysiology.
NeuroImage, 2007

Dynamic causal modeling: A generative model of slice timing in fMRI.
NeuroImage, 2007

Dynamic causal modelling of evoked responses: The role of intrinsic connections.
NeuroImage, 2007

Dynamic causal modelling of evoked potentials: A reproducibility study.
NeuroImage, 2007

A Metropolis-Hastings algorithm for dynamic causal models.
NeuroImage, 2007

2006
Bayesian estimation of cerebral perfusion using a physiological model of microvasculature.
NeuroImage, 2006

Dynamic causal modelling of evoked responses in EEG/MEG with lead field parameterization.
NeuroImage, 2006

Dynamic causal modeling of evoked responses in EEG and MEG.
NeuroImage, 2006

2005
Mixed-effects and fMRI studies.
NeuroImage, 2005

2004
Statistical parametric mapping for event-related potentials (II): a hierarchical temporal model.
NeuroImage, 2004

Statistical parametric mapping for event-related potentials: I. Generic considerations.
NeuroImage, 2004

2003
Variational Bayesian inference for fMRI time series.
NeuroImage, 2003

A heuristic for the degrees of freedom of statistics based on multiple variance parameters.
NeuroImage, 2003

2002
Classical and Bayesian Inference in Neuroimaging: Theory.
NeuroImage, 2002

Classical and Bayesian Inference in Neuroimaging: Applications.
NeuroImage, 2002

1999
Statistical analysis of structural changes in a whole brain based on nonlinear image registration.
Proceedings of the Medical Imaging 1999: Image Processing, 1999

Methodik und Applikation der deformationsbasierten Morphometrie.
Proceedings of the Bildverarbeitung für die Medizin 1999: Algorithmen, 1999


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