[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 …

Predictive processes and the peculiar case of music

S Koelsch, P Vuust, K Friston - Trends in cognitive sciences, 2019 - cell.com
We suggest that music perception is an active act of listening, providing an irresistible
epistemic offering. When listening to music we constantly generate plausible hypotheses …

[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 …

Active inference: a process theory

K Friston, T FitzGerald, F Rigoli, P Schwartenbeck… - Neural …, 2017 - direct.mit.edu
This article describes a process theory based on active inference and belief propagation.
Starting from the premise that all neuronal processing (and action selection) can be …

Thinking through other minds: A variational approach to cognition and culture

SPL Veissière, A Constant, MJD Ramstead… - Behavioral and brain …, 2020 - cambridge.org
The processes underwriting the acquisition of culture remain unclear. How are shared
habits, norms, and expectations learned and maintained with precision and reliability across …

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 …

Active inference, curiosity and insight

KJ Friston, M Lin, CD Frith, G Pezzulo, JA Hobson… - Neural …, 2017 - direct.mit.edu
This article offers a formal account of curiosity and insight in terms of active (Bayesian)
inference. It deals with the dual problem of inferring states of the world and learning its …

[HTML][HTML] Active inference on discrete state-spaces: A synthesis

L Da Costa, T Parr, N Sajid, S Veselic, V Neacsu… - Journal of Mathematical …, 2020 - Elsevier
Active inference is a normative principle underwriting perception, action, planning, decision-
making and learning in biological or artificial agents. From its inception, its associated …

[HTML][HTML] Active inference and learning

K Friston, T FitzGerald, F Rigoli… - Neuroscience & …, 2016 - Elsevier
This paper offers an active inference account of choice behaviour and learning. It focuses on
the distinction between goal-directed and habitual behaviour and how they contextualise …