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The free energy principle has been proposed as a unifying account of brain function.
A mathematical theory of communication
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Decision theory, reinforcement learning, and the brain
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Semi-rational models of conditioning: The case of trial order 2008;p. 431–452
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Hierarchical models in the brain
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Neural repetition suppression reflects fulfilled perceptual expectations
Summerfield C, Trittschuh EH, Monti JM, Mesulam MM, Egner T · 2008
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Bayesian surprise attracts human attention
Itti L, Baldi P · 2009
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Predictive coding under the free-energy principle
Friston K, Kiebel S · 2009
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Reinforcement learning or active inference?
Friston KJ, Daunizeau J, Kiebel SJ · 2009
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The free-energy principle: a unified brain theory?
Friston K · 2010
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Expectation and surprise determine neural population responses in the ventral visual stream
Egner T, Monti JM, Summerfield C · 2010
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Constraining bridges between levels of analysis: A computational justification for locally Bayesian learning
Sanborn AN, Silva R · 2013
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Life as we know it
Friston K · 2013
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Information selection in noisy environments with large action spaces
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Computational rationality: A converging paradigm for intelligence in brains, minds, and machines
Gershman SJ, Horvitz EJ, Tenenbaum JB · 2015
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Predictive coding in sensory cortex
Kok P, de Lange FP · 2015
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Active inference and epistemic value
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What is optimal about motor control?
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Active learning
Settles B · 2012
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Nonparametric variational inference
Gershman SJ, Hoffman MD, Blei DM · 2012
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Canonical microcircuits for predictive coding
Bastos AM, Usrey WM, Adams RA, Mangun GR, Fries P, Friston KJ · 2012
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Active inference and agency: optimal control without cost functions
Friston K, Samothrakis S, Montague R · 2012
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Neural substrates of cognitive biases during probabilistic inference
Soltani A, Khorsand P, Guo C, Farashahi S, Liu J · 2016
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A tutorial on the free-energy framework for modelling perception and learning
Bogacz R · 2017
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Variational inference: A review for statisticians
Blei DM, Kucukelbir A, McAuliffe JD · 2017
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Where do hypotheses come from?
Dasgupta I, Schulz E, Gershman SJ · 2017
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With or without you: predictive coding and Bayesian inference in the brain
Aitchison L, Lengyel M · 2017
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The graphical brain: belief propagation and active inference
Friston KJ, Parr T, de Vries B · 2017
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Suboptimality in Perceptual Decision Making
Rahnev D, Denison RN · 2018
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A variational approach to niche construction
Constant A, Ramstead MJ, Veissiere SP, Campbell JO, Friston KJ · 2018
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