The graphical brain: Belief propagation and active inference
This paper considers functional integration in the brain from a computational perspective.
We ask what sort of neuronal message passing is mandated by active inference—and what …
We ask what sort of neuronal message passing is mandated by active inference—and what …
[HTML][HTML] Neuronal message passing using Mean-field, Bethe, and Marginal approximations
Neuronal computations rely upon local interactions across synapses. For a neuronal
network to perform inference, it must integrate information from locally computed messages …
network to perform inference, it must integrate information from locally computed messages …
Cerebral hierarchies: predictive processing, precision and the pulvinar
This paper considers neuronal architectures from a computational perspective and asks
what aspects of neuroanatomy and neurophysiology can be disclosed by the nature of …
what aspects of neuroanatomy and neurophysiology can be disclosed by the nature of …
[HTML][HTML] Toward a computational framework for cognitive biology: Unifying approaches from cognitive neuroscience and comparative cognition
WT Fitch - Physics of life reviews, 2014 - Elsevier
Progress in understanding cognition requires a quantitative, theoretical framework,
grounded in the other natural sciences and able to bridge between implementational …
grounded in the other natural sciences and able to bridge between implementational …
[图书][B] Connectionism and the mind: Parallel processing, dynamics, and evolution in networks
W Bechtel, A Abrahamsen - 2002 - psycnet.apa.org
The second edition of" Connectionism and the Mind" provides an introduction to
connectionist networks and explores their theoretical and philosophical implications. The …
connectionist networks and explores their theoretical and philosophical implications. The …
Prefrontal computation as active inference
The prefrontal cortex is vital for a range of cognitive processes, including working memory,
attention, and decision-making. Notably, its absence impairs the performance of tasks …
attention, and decision-making. Notably, its absence impairs the performance of tasks …
[图书][B] Connectionism and the mind: An introduction to parallel processing in networks.
W Bechtel, A Abrahamsen - 1991 - psycnet.apa.org
Abstract" Connectionism and the Mind" provides an introduction to this newly emerging
approach to understanding the mind. The first few chapters focus on network architecture …
approach to understanding the mind. The first few chapters focus on network architecture …
[HTML][HTML] Canonical microcircuits for predictive coding
This Perspective considers the influential notion of a canonical (cortical) microcircuit in light
of recent theories about neuronal processing. Specifically, we conciliate quantitative studies …
of recent theories about neuronal processing. Specifically, we conciliate quantitative studies …
[HTML][HTML] Cortical circuits for perceptual inference
This paper assumes that cortical circuits have evolved to enable inference about the causes
of sensory input received by the brain. This provides a principled specification of what neural …
of sensory input received by the brain. This provides a principled specification of what neural …
[HTML][HTML] Probabilistic models and generative neural networks: Towards an unified framework for modeling normal and impaired neurocognitive functions
A Testolin, M Zorzi - Frontiers in Computational Neuroscience, 2016 - frontiersin.org
Connectionist models can be characterized within the more general framework of
probabilistic graphical models, which allow to efficiently describe complex statistical …
probabilistic graphical models, which allow to efficiently describe complex statistical …