activity
20182023
most citedActive inference on discrete state-spaces: a synthesis

231 citations · 686 across the 18 of their papers we have counts for

collaborators

23 papers

cs.LG2023★ 2 cited

Supervised structure learning

Karl J. Friston, Lancelot Da Costa, Alexander Tschantz +10

This paper concerns structure learning or discovery of discrete generative models. It focuses on Bayesian model selection and the assimilation of training data or content, with a s…

q-bio.PE2023★ 33 cited

A variational synthesis of evolutionary and developmental dynamics

Karl Friston, Daniel Ari Friedman, Axel Constant +3

This paper introduces a variational formulation of natural selection, paying special attention to the nature of "things" and the way that different "kinds" of "things" are individu…

q-bio.NC2022★ 2 cited

Bistable perception, precision and neuromodulation

Filip Novicky, Thomas Parr, Karl Friston +2

Bistable perception follows from observing a static, ambiguous, (visual) stimulus with two possible interpretations. Here, we present an active (Bayesian) inference account of bist…

nlin.AO2022★ 115 cited

Path integrals, particular kinds, and strange things

Karl Friston, Lancelot Da Costa, Dalton A. R. Sakthivadivel +4

This paper describes a path integral formulation of the free energy principle. The ensuing account expresses the paths or trajectories that a particle takes as it evolves over time…

cs.RO2022★ 2 cited

Reclaiming saliency: rhythmic precision-modulated action and perception

Ajith Anil Meera, Filip Novicky, Thomas Parr +3

Computational models of visual attention in artificial intelligence and robotics have been inspired by the concept of a saliency map. These models account for the mutual informatio…

cond-mat.stat-mech2022★ 161 cited

The free energy principle made simpler but not too simple

Karl Friston, Lancelot Da Costa, Noor Sajid +4

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 Ba…