Active inference on discrete state-spaces: A synthesis

Neuronal message passing using Mean-field, Bethe, and Marginal approximations

(2019) Thomas Parr et al.   Scientific Reports

The computational pharmacology of oculomotion

(2019) Thomas Parr et al.   PSYCHOPHARMACOLOGY

With an eye on uncertainty: Modelling pupillary responses to environmental volatility

(2019) Peter Vincent et al.   PLoS Computational Biology

Planning and navigation as active inference

(2018) Raphael Kaplan et al.   BIOLOGICAL CYBERNETICS

Computational Neuropsychology and Bayesian Inference

(2018) Thomas Parr et al.   Frontiers in Human Neuroscience

A variational approach to niche construction

(2018) Axel Constant et al.   Journal of the Royal Society Interface

The Markov blankets of life: autonomy, active inference and the free energy principle

(2018) Michael Kirchhoff et al.   Journal of the Royal Society Interface

Active Inference, Belief Propagation, and the Bethe Approximation

(2018) Sarah Schwöbel et al.   NEURAL COMPUTATION

The Discrete and Continuous Brain: From Decisions to Movement—and Back Again

(2018) Thomas Parr et al.   NEURAL COMPUTATION

Active inference and the anatomy of oculomotion

(2018) Thomas Parr et al.   NEUROPSYCHOLOGIA

Deep temporal models and active inference

(2018) Karl J. Friston et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Human visual exploration reduces uncertainty about the sensed world

(2018) M. Berk Mirza et al.   PLoS One

Free-energy minimization in joint agent-environment systems: A niche construction perspective

(2018) Jelle Bruineberg et al.   JOURNAL OF THEORETICAL BIOLOGY

Large-Scale Cortical Networks for Hierarchical Prediction and Prediction Error in the Primate Brain

(2018) Zenas C. Chao et al.   NEURON

The Anatomy of Inference: Generative Models and Brain Structure

(2018) Thomas Parr et al.   Frontiers in Computational Neuroscience

Impulsivity and Active Inference

(2018) M. Berk Mirza et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

A tutorial on the free-energy framework for modelling perception and learning

(2017) Rafal Bogacz   JOURNAL OF MATHEMATICAL PSYCHOLOGY

The free energy principle for action and perception: A mathematical review

(2017) Christopher L. Buckley et al.   JOURNAL OF MATHEMATICAL PSYCHOLOGY

Variational Inference: A Review for Statisticians

(2017) David M. Blei et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Uncertainty, epistemics and active inference

(2017) Thomas Parr et al.   Journal of the Royal Society Interface

Active Inference, Curiosity and Insight

(2017) Karl J. Friston et al.   NEURAL COMPUTATION

Active Inference: A Process Theory

(2017) Karl Friston et al.   NEURAL COMPUTATION

Working memory, attention, and salience in active inference

(2017) Thomas Parr et al.   Scientific Reports

Toward the neural implementation of structure learning

(2016) D Gowanlock R Tervo et al.   CURRENT OPINION IN NEUROBIOLOGY

Gamma and Beta Bursts Underlie Working Memory

(2016) Mikael Lundqvist et al.   NEURON

Active inference and learning

(2016) Karl Friston et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

The Functional Anatomy of Time: What and When in the Brain

(2016) Karl Friston et al.   TRENDS IN COGNITIVE SCIENCES

Scene Construction, Visual Foraging, and Active Inference

(2016) M. Berk Mirza et al.   Frontiers in Computational Neuroscience

Towards a Neuronal Gauge Theory

(2016) Biswa Sengupta et al.   PLOS BIOLOGY

Optimal inference with suboptimal models: Addiction and active Bayesian inference

(2015) Philipp Schwartenbeck et al.   MEDICAL HYPOTHESES

A fronto–striato–subthalamic–pallidal network for goal-directed and habitual inhibition

(2015) Marjan Jahanshahi et al.   NATURE REVIEWS NEUROSCIENCE

Active Inference, Evidence Accumulation, and the Urn Task

(2015) Thomas H. B. FitzGerald et al.   NEURAL COMPUTATION

Precision and neuronal dynamics in the human posterior parietal cortex during evidence accumulation

(2015) Thomas H.B. FitzGerald et al.   NEUROIMAGE

The Neural Representation of Sequences: From Transition Probabilities to Algebraic Patterns and Linguistic Trees

(2015) Stanislas Dehaene et al.   NEURON

Active inference and epistemic value

(2015) Karl Friston et al.   Cognitive Neuroscience

Dopamine, reward learning, and active inference

(2015) Thomas H. B. FitzGerald et al.   Frontiers in Computational Neuroscience

Evidence for surprise minimization over value maximization in choice behavior

(2015) Philipp Schwartenbeck et al.   Scientific Reports

Learning of Chunking Sequences in Cognition and Behavior

(2015) Jordi Fonollosa et al.   PLoS Computational Biology

The Dopaminergic Midbrain Encodes the Expected Certainty about Desired Outcomes

(2014) Philipp Schwartenbeck et al.   CEREBRAL CORTEX

A formal model of interpersonal inference

(2014) Michael Moutoussis et al.   Frontiers in Human Neuroscience

Model averaging, optimal inference, and habit formation

(2014) Thomas H. B. FitzGerald et al.   Frontiers in Human Neuroscience

Prestimulus Oscillatory Phase at 7 Hz Gates Cortical Information Flow and Visual Perception

(2013) Simon Hanslmayr et al.   CURRENT BIOLOGY

The Basal Ganglia’s Contributions to Perceptual Decision Making

(2013) Long Ding et al.   NEURON

Hierarchical Prediction Errors in Midbrain and Basal Forebrain during Sensory Learning

(2013) Sandra Iglesias et al.   NEURON

Neural masses and fields in dynamic causal modeling

(2013) Rosalyn Moran et al.   Frontiers in Computational Neuroscience

The Computational Anatomy of Psychosis

(2013) Rick A. Adams et al.   Frontiers in Psychiatry

Active inference and agency: optimal control without cost functions

(2012) Karl Friston et al.   BIOLOGICAL CYBERNETICS

Attention Samples Stimuli Rhythmically

(2012) Ayelet Nina Landau et al.   CURRENT BIOLOGY

An Efficient Learning Procedure for Deep Boltzmann Machines

(2012) Ruslan Salakhutdinov et al.   NEURAL COMPUTATION

Canonical Microcircuits for Predictive Coding

(2012) Andre M. Bastos et al.   NEURON

Waking and dreaming consciousness: Neurobiological and functional considerations

(2012) J.A. Hobson et al.   PROGRESS IN NEUROBIOLOGY

Planning as inference

(2012) Matthew Botvinick et al.   TRENDS IN COGNITIVE SCIENCES

Bonsai Trees in Your Head: How the Pavlovian System Sculpts Goal-Directed Choices by Pruning Decision Trees

(2012) Quentin J. M. Huys et al.   PLoS Computational Biology

What is value—accumulated reward or evidence?

(2012) Karl Friston et al.   Frontiers in Neurorobotics

The optimism bias

(2011) Tali Sharot   CURRENT BIOLOGY

Post hoc Bayesian model selection

(2011) Karl Friston et al.   NEUROIMAGE

The history of the future of the Bayesian brain

(2011) Karl Friston   NEUROIMAGE

Model-Based Influences on Humans' Choices and Striatal Prediction Errors

(2011) Nathaniel D. Daw et al.   NEURON

The evolution of misbelief

(2010) Ryan T. McKay et al.   BEHAVIORAL AND BRAIN SCIENCES

Learning latent structure: carving nature at its joints

(2010) Samuel J Gershman et al.   CURRENT OPINION IN NEUROBIOLOGY

Shifting the Spotlight of Attention: Evidence for Discrete Computations in Cognition

(2010) Timothy J. Buschman et al.   Frontiers in Human Neuroscience

The free-energy principle: a unified brain theory?

(2010) Karl Friston   NATURE REVIEWS NEUROSCIENCE

Formal Theory of Creativity, Fun, and Intrinsic Motivation (1990–2010)

(2010) Jürgen Schmidhuber   IEEE Transactions on Autonomous Mental Development

Bayesian model selection for group studies

(2009) Klaas Enno Stephan et al.   NEUROIMAGE

Predictive coding under the free-energy principle

(2009) K. Friston et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Reinforcement Learning or Active Inference?

(2009) Karl J. Friston et al.   PLoS One

The free-energy principle: a rough guide to the brain?

(2009) Karl Friston   TRENDS IN COGNITIVE SCIENCES

Discrete fixed-resolution representations in visual working memory

(2008) Weiwei Zhang et al.   NATURE

Population dynamics: Variance and the sigmoid activation function

(2008) André C. Marreiros et al.   NEUROIMAGE

Bayesian surprise attracts human attention

(2008) Laurent Itti et al.   VISION RESEARCH

The Dynamic Brain: From Spiking Neurons to Neural Masses and Cortical Fields

(2008) Gustavo Deco et al.   PLoS Computational Biology

Hierarchical Models in the Brain

(2008) Karl Friston   PLoS Computational Biology