Active Inference · Paper · 2018

Of woodlice and men: A Bayesian account of cognition, life and consciousness (with Karl Friston)

ALIUS Bulletin

Catalog Row98
Citation KeyFriedman2018WoodliceMenBayesianAccount098
Paper FolderAvailable

Overview

Extracted from the local paper documentation when available.

This paper presents an interview with Karl Friston, exploring the development of the free energy principle as a theoretical framework that unifies psychological, neural, and biological aspects of living beings. It discusses the implications of this framework for understanding cognition, life, and consciousness through a Bayesian lens.

Free Energy PrincipleKarl FristonBayesian brainpredictive processingMarkov blanketconsciousnessself-organizationvariational inferencephilosophy of mind

Use Notes

Concise findings and methods pulled from README/SKILL documentation.

Findings / Concepts
  • Introduces the free energy principle as a unifying framework for understanding cognition and consciousness.
  • Explores the relationship between the Bayesian brain hypothesis, predictive coding, and the free energy principle.
  • Highlights the simplicity and elegance of the free energy principle in explaining complex behaviors.
  • Discusses the evolution of the free energy principle from early childhood observations to a comprehensive theoretical model.
Methods / Techniques
  • Utilizes Bayesian inference to model cognitive processes and perceptual states.
  • Applies variational Bayes for ensemble learning and probability density dynamics.
  • Examines hierarchical structures in the brain to understand spatial and temporal processes in cognition.
  • Analyzes the reduction of surprise and informational entropy in relation to sensory data and hypotheses.

Citation

Plain-text citation for quick reuse.

Friedman, Daniel Ari. 2018. Of woodlice and men: A Bayesian account of cognition, life and consciousness (with Karl Friston). ALIUS Bulletin.

Primary source Documentation BibTeX