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concept:friston-2010-the-free-energy-principle-a-unified-brain-theory-nature-reviews-neuroscienceFriston 2010: The free-energy principle: a unified brain theory? (Nature Reviews Neuroscience)
Foundational free energy principle reference
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- Broad theoretical claim connecting the model's success to the FEP as a unifying framework
- A foundational variational principle from statistical physics that formalizes how self-organizing systems maintain structural integrity and adapt to their environment by minimizing free energy—a mathematical bound on surprise or prediction error. Originally developed by Karl Friston, the framework unifies action, perception, and learning as processes of active inference, where systems both update internal models of the world and act upon it to reduce the divergence between predictions and observations.
- Differentiation of the thesis from Friston's FEP to avoid the rock problem
- The marginal free energy currently stands as the most biologically plausible approximation.claim0.765Evaluation of various free energy approximations, Section 4.2.
- Historical idea statistically reformulated to furnish model of perceptual inference and learning.
- Reformulation of FEP in quantum information theory terms; the primary formal apparatus of the paper