[HTML][HTML] The free energy principle made simpler but not too simple

K Friston, L Da Costa, N Sajid, C Heins, K Ueltzhöffer… - Physics Reports, 2023 - Elsevier
This paper provides a concise description of the free energy principle, starting from a
formulation of random dynamical systems in terms of a Langevin equation and ending with a …

Toward a formal theory for computing machines made out of whatever physics offers

H Jaeger, B Noheda, WG Van Der Wiel - Nature communications, 2023 - nature.com
Approaching limitations of digital computing technologies have spurred research in
neuromorphic and other unconventional approaches to computing. Here we argue that if we …

[图书][B] Active inference: the free energy principle in mind, brain, and behavior

T Parr, G Pezzulo, KJ Friston - 2022 - books.google.com
The first comprehensive treatment of active inference, an integrative perspective on brain,
cognition, and behavior used across multiple disciplines. Active inference is a way of …

Computational psychiatry: from synapses to sentience

K Friston - Molecular psychiatry, 2023 - nature.com
This review considers computational psychiatry from a particular viewpoint: namely, a
commitment to explaining psychopathology in terms of pathophysiology. It rests on the …

Cellular mechanisms of conscious processing

J Aru, M Suzuki, ME Larkum - Trends in cognitive sciences, 2020 - cell.com
Recent breakthroughs in neurobiology indicate that the time is ripe to understand how
cellular-level mechanisms are related to conscious experience. Here, we highlight the …

[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 …

Communication dynamics in complex brain networks

A Avena-Koenigsberger, B Misic… - Nature reviews …, 2018 - nature.com
Neuronal signalling and communication underpin virtually all aspects of brain activity and
function. Network science approaches to modelling and analysing the dynamics of …

Deeply felt affect: The emergence of valence in deep active inference

C Hesp, R Smith, T Parr, M Allen, KJ Friston… - Neural …, 2021 - direct.mit.edu
The positive-negative axis of emotional valence has long been recognized as fundamental
to adaptive behavior, but its origin and underlying function have largely eluded formal …

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

M Kirchhoff, T Parr, E Palacios… - Journal of The …, 2018 - royalsocietypublishing.org
This work addresses the autonomous organization of biological systems. It does so by
considering the boundaries of biological systems, from individual cells to Home sapiens, in …

A tale of two densities: Active inference is enactive inference

MJD Ramstead, MD Kirchhoff… - Adaptive behavior, 2020 - journals.sagepub.com
The aim of this article is to clarify how best to interpret some of the central constructs that
underwrite the free-energy principle (FEP)–and its corollary, active inference–in theoretical …