[HTML][HTML] Federated inference and belief sharing

KJ Friston, T Parr, C Heins, A Constant… - Neuroscience & …, 2024 - Elsevier
This paper concerns the distributed intelligence or federated inference that emerges under
belief-sharing among agents who share a common world—and world model. Imagine, for …

[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 …

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 …

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 …

Active inference and epistemic value

K Friston, F Rigoli, D Ognibene, C Mathys… - Cognitive …, 2015 - Taylor & Francis
We offer a formal treatment of choice behavior based on the premise that agents minimize
the expected free energy of future outcomes. Crucially, the negative free energy or quality of …

A unified view of entropy-regularized markov decision processes

G Neu, A Jonsson, V Gómez - arxiv preprint arxiv:1705.07798, 2017 - arxiv.org
We propose a general framework for entropy-regularized average-reward reinforcement
learning in Markov decision processes (MDPs). Our approach is based on extending the …

Planning and navigation as active inference

R Kaplan, KJ Friston - Biological cybernetics, 2018 - Springer
This paper introduces an active inference formulation of planning and navigation. It
illustrates how the exploitation–exploration dilemma is dissolved by acting to minimise …

A variational approach to niche construction

A Constant, MJD Ramstead… - Journal of the …, 2018 - royalsocietypublishing.org
In evolutionary biology, niche construction is sometimes described as a genuine
evolutionary process whereby organisms, through their activities and regulatory …

The anatomy of choice: active inference and agency

K Friston, P Schwartenbeck, T FitzGerald… - Frontiers in human …, 2013 - frontiersin.org
This paper considers agency in the setting of embodied or active inference. In brief, we
associate a sense of agency with prior beliefs about action and ask what sorts of beliefs …

[HTML][HTML] Deep temporal models and active inference

KJ Friston, R Rosch, T Parr, C Price… - … & Biobehavioral Reviews, 2017 - Elsevier
How do we navigate a deeply structured world? Why are you reading this sentence first–and
did you actually look at the fifth word? This review offers some answers by appealing to …