Learning action-oriented models through active inference

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

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

Deep temporal models and active inference

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

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

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

Being a Beast Machine: The Somatic Basis of Selfhood

(2018) Anil K. Seth et al.   TRENDS IN COGNITIVE SCIENCES

Towards a neuroscience of active sampling and curiosity

(2018) Jacqueline Gottlieb et al.   NATURE REVIEWS NEUROSCIENCE

Model-Based Approaches to Active Perception and Control

(2017) Giovanni Pezzulo et al.   Entropy

Where There is Life There is Mind: In Support of a Strong Life-Mind Continuity Thesis

(2017) Michael D. Kirchhoff et al.   Entropy

Survey of Model-Based Reinforcement Learning: Applications on Robotics

(2017) Athanasios S. Polydoros et al.   JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS

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

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

Predictive Processing and the Representation Wars

(2017) Daniel Williams   MINDS AND MACHINES

Active Inference, Curiosity and Insight

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

Cellular perception and misperception: Internal models for decision-making shaped by evolutionary experience

(2016) Amir Mitchell et al.   BIOESSAYS

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

(2016) Karl J. Friston et al.   NEUROIMAGE

Active inference and learning

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

The anticipating brain is not a scientist: the free-energy principle from an ecological-enactive perspective

(2016) Jelle Bruineberg et al.   SYNTHESE

Transfer learning using computational intelligence: A survey

(2015) Jie Lu et al.   KNOWLEDGE-BASED SYSTEMS

Active inference and epistemic value

(2015) Karl Friston et al.   Cognitive Neuroscience

A Theory of Cheap Control in Embodied Systems

(2015) Guido Montúfar et al.   PLoS Computational Biology

Model-based and model-free Pavlovian reward learning: Revaluation, revision, and revelation

(2014) Peter Dayan et al.   COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE

Modeling habits as self-sustaining patterns of sensorimotor behavior

(2014) Matthew D. Egbert et al.   Frontiers in Human Neuroscience

The anatomy of choice: dopamine and decision-making

(2014) K. Friston et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Model-based hierarchical reinforcement learning and human action control

(2014) M. Botvinick et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

Life as we know it

(2013) K. Friston   Journal of the Royal Society Interface

Goals and Habits in the Brain

(2013) Ray J. Dolan et al.   NEURON

The ubiquity of model-based reinforcement learning

(2012) Bradley B Doll et al.   CURRENT OPINION IN NEUROBIOLOGY

What is value—accumulated reward or evidence?

(2012) Karl Friston et al.   Frontiers in Neurorobotics

Beyond Homeostasis: A Predictive-Dynamic Framework for Understanding Cellular Behavior

(2011) Peter L. Freddolino et al.   Annual Review of Cell and Developmental Biology

Gauging the value of good data: Informational embodiment quantification

(2010) Chris Thornton   ADAPTIVE BEHAVIOR

The evolution of misbelief

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

The free-energy principle: a unified brain theory?

(2010) Karl Friston   NATURE REVIEWS NEUROSCIENCE

Adaptive prediction of environmental changes by microorganisms

(2009) Amir Mitchell et al.   NATURE

Reinforcement Learning or Active Inference?

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