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 …

[HTML][HTML] Conscious processing and the global neuronal workspace hypothesis

GA Mashour, P Roelfsema, JP Changeux, S Dehaene - Neuron, 2020 - cell.com
We review the central tenets and neuroanatomical basis of the global neuronal workspace
(GNW) hypothesis, which attempts to account for the main scientific observations regarding …

Predictive processing: a canonical cortical computation

GB Keller, TD Mrsic-Flogel - Neuron, 2018 - cell.com
This perspective describes predictive processing as a computational framework for
understanding cortical function in the context of emerging evidence, with a focus on sensory …

Deep brain stimulation of the thalamus restores signatures of consciousness in a nonhuman primate model

J Tasserie, L Uhrig, JD Sitt, D Manasova, M Dupont… - Science …, 2022 - science.org
Loss of consciousness is associated with the disruption of long-range thalamocortical and
corticocortical brain communication. We tested the hypothesis that deep brain stimulation …

Cellular mechanisms of conscious processing

J Aru, M Suzuki, ME Larkum - Trends in cognitive sciences, 2020 - cell.com
Recent breakthroughs in neurobiology indicate that the time is ripe to understand how
cellular-level mechanisms are related to conscious experience. Here, we highlight the …

Dendritic cortical microcircuits approximate the backpropagation algorithm

J Sacramento, R Ponte Costa… - Advances in neural …, 2018 - proceedings.neurips.cc
Deep learning has seen remarkable developments over the last years, many of them
inspired by neuroscience. However, the main learning mechanism behind these advances …

Active dendritic currents gate descending cortical outputs in perception

N Takahashi, C Ebner, J Sigl-Glöckner, S Moberg… - Nature …, 2020 - nature.com
The output of cortical columns is routed to different downstream targets via distinct pathways:
cortico-cortical and cortico-subcortical. It is as yet unclear what roles these pathways play in …

Towards deep learning with segregated dendrites

J Guerguiev, TP Lillicrap, BA Richards - Elife, 2017 - elifesciences.org
Deep learning has led to significant advances in artificial intelligence, in part, by adopting
strategies motivated by neurophysiology. However, it is unclear whether deep learning …

Active cortical dendrites modulate perception

N Takahashi, TG Oertner, P Hegemann, ME Larkum - Science, 2016 - science.org
There is as yet no consensus concerning the neural basis of perception and how it operates
at a mechanistic level. We found that Ca2+ activity in the apical dendrites of a subset of layer …

Control of synaptic plasticity in deep cortical networks

PR Roelfsema, A Holtmaat - Nature Reviews Neuroscience, 2018 - nature.com
Humans and many other animals have an enormous capacity to learn about sensory stimuli
and to master new skills. However, many of the mechanisms that enable us to learn remain …