[HTML][HTML] Active inference on discrete state-spaces: A synthesis

L Da Costa, T Parr, N Sajid, S Veselic, V Neacsu… - Journal of Mathematical …, 2020 - Elsevier
Active inference is a normative principle underwriting perception, action, planning, decision-
making and learning in biological or artificial agents. From its inception, its associated …

Canonical microcircuits for predictive coding

AM Bastos, WM Usrey, RA Adams, GR Mangun, P Fries… - Neuron, 2012 - cell.com
This Perspective considers the influential notion of a canonical (cortical) microcircuit in light
of recent theories about neuronal processing. Specifically, we conciliate quantitative studies …

[图书][B] Theoretical neuroscience: computational and mathematical modeling of neural systems

P Dayan, LF Abbott - 2005 - books.google.com
Theoretical neuroscience provides a quantitative basis for describing what nervous systems
do, determining how they function, and uncovering the general principles by which they …

Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects

RPN Rao, DH Ballard - Nature neuroscience, 1999 - nature.com
We describe a model of visual processing in which feedback connections from a higher-to a
lower-order visual cortical area carry predictions of lower-level neural activities, whereas the …

Predictive coding

Y Huang, RPN Rao - Wiley Interdisciplinary Reviews: Cognitive …, 2011 - Wiley Online Library
Predictive coding is a unifying framework for understanding redundancy reduction and
efficient coding in the nervous system. By transmitting only the unpredicted portions of an …

Sparse coding with an overcomplete basis set: A strategy employed by V1?

BA Olshausen, DJ Field - Vision research, 1997 - Elsevier
The spatial receptive fields of simple cells in mammalian striate cortex have been
reasonably well described physiologically and can be characterized as being localized …

The functional benefits of criticality in the cortex

WL Shew, D Plenz - The neuroscientist, 2013 - journals.sagepub.com
Rapidly growing empirical evidence supports the hypothesis that the cortex operates near
criticality. Although the confirmation of this hypothesis would mark a significant advance in …

Natural image statistics and neural representation

EP Simoncelli, BA Olshausen - Annual review of neuroscience, 2001 - annualreviews.org
▪ Abstract It has long been assumed that sensory neurons are adapted, through both
evolutionary and developmental processes, to the statistical properties of the signals to …

Information capacity and transmission are maximized in balanced cortical networks with neuronal avalanches

WL Shew, H Yang, S Yu, R Roy… - Journal of …, 2011 - Soc Neuroscience
The repertoire of neural activity patterns that a cortical network can produce constrains the
ability of the network to transfer and process information. Here, we measured activity …

Sparse coding and decorrelation in primary visual cortex during natural vision

WE Vinje, JL Gallant - Science, 2000 - science.org
Theoretical studies suggest that primary visual cortex (area V1) uses a sparse code to
efficiently represent natural scenes. This issue was investigated by recording from V1 …