Backpropagation and the brain

TP Lillicrap, A Santoro, L Marris, CJ Akerman… - Nature Reviews …, 2020 - nature.com
During learning, the brain modifies synapses to improve behaviour. In the cortex, synapses
are embedded within multilayered networks, making it difficult to determine the effect of an …

Synaptic plasticity forms and functions

JC Magee, C Grienberger - Annual review of neuroscience, 2020 - annualreviews.org
Synaptic plasticity, the activity-dependent change in neuronal connection strength, has long
been considered an important component of learning and memory. Computational and …

Survey of spiking in the mouse visual system reveals functional hierarchy

JH Siegle, X Jia, S Durand, S Gale, C Bennett… - Nature, 2021 - nature.com
The anatomy of the mammalian visual system, from the retina to the neocortex, is organized
hierarchically. However, direct observation of cellular-level functional interactions across this …

A hierarchy of linguistic predictions during natural language comprehension

M Heilbron, K Armeni, JM Schoffelen… - Proceedings of the …, 2022 - National Acad Sciences
Understanding spoken language requires transforming ambiguous acoustic streams into a
hierarchy of representations, from phonemes to meaning. It has been suggested that the …

Evaluating the neurophysiological evidence for predictive processing as a model of perception

KS Walsh, DP McGovern, A Clark… - Annals of the new York …, 2020 - Wiley Online Library
For many years, the dominant theoretical framework guiding research into the neural origins
of perceptual experience has been provided by hierarchical feedforward models, in which …

Layer and rhythm specificity for predictive routing

AM Bastos, M Lundqvist, AS Waite… - Proceedings of the …, 2020 - National Acad Sciences
In predictive coding, experience generates predictions that attenuate the feeding forward of
predicted stimuli while passing forward unpredicted “errors.” Different models have …

[HTML][HTML] Specialized networks for social cognition in the primate brain

B Deen, CM Schwiedrzik, J Sliwa… - Annual Review of …, 2023 - annualreviews.org
Primates have evolved diverse cognitive capabilities to navigate their complex social world.
To understand how the brain implements critical social cognitive abilities, we describe …

How deep is the brain? The shallow brain hypothesis

M Suzuki, CMA Pennartz, J Aru - Nature Reviews Neuroscience, 2023 - nature.com
Deep learning and predictive coding architectures commonly assume that inference in
neural networks is hierarchical. However, largely neglected in deep learning and predictive …

The empirical status of predictive coding and active inference

R Hodson, M Mehta, R Smith - Neuroscience & Biobehavioral Reviews, 2023 - Elsevier
Research on predictive processing models has focused largely on two specific algorithmic
theories: Predictive Coding for perception and Active Inference for decision-making. While …

[HTML][HTML] Feedforward and feedback interactions between visual cortical areas use different population activity patterns

JD Semedo, AI Jasper, A Zandvakili, A Krishna… - Nature …, 2022 - nature.com
Brain function relies on the coordination of activity across multiple, recurrently connected
brain areas. For instance, sensory information encoded in early sensory areas is relayed to …