Computation through neural population dynamics

S Vyas, MD Golub, D Sussillo… - Annual review of …, 2020 - annualreviews.org
Significant experimental, computational, and theoretical work has identified rich structure
within the coordinated activity of interconnected neural populations. An emerging challenge …

[HTML][HTML] The population doctrine in cognitive neuroscience

RB Ebitz, BY Hayden - Neuron, 2021 - cell.com
A major shift is happening within neurophysiology: a population doctrine is drawing level
with the single-neuron doctrine that has long dominated the field. Population-level ideas …

Similarity of neural network representations revisited

S Kornblith, M Norouzi, H Lee… - … conference on machine …, 2019 - proceedings.mlr.press
Recent work has sought to understand the behavior of neural networks by comparing
representations between layers and between different trained models. We examine methods …

[HTML][HTML] Neural manifolds for the control of movement

JA Gallego, MG Perich, LE Miller, SA Solla - Neuron, 2017 - cell.com
The analysis of neural dynamics in several brain cortices has consistently uncovered low-
dimensional manifolds that capture a significant fraction of neural variability. These neural …

Movement is governed by rotational neural dynamics in spinal motor networks

H Lindén, PC Petersen, M Vestergaard, RW Berg - Nature, 2022 - nature.com
Although the generation of movements is a fundamental function of the nervous system, the
underlying neural principles remain unclear. As flexor and extensor muscle activities …

Towards the neural population doctrine

S Saxena, JP Cunningham - Current opinion in neurobiology, 2019 - Elsevier
Highlights•New generations of recording and computing technologies have enabled
neuroscience at the level of the neural population.•Landmark scientific findings suggest the …

[HTML][HTML] Cortical areas interact through a communication subspace

JD Semedo, A Zandvakili, CK Machens, MY Byron… - Neuron, 2019 - cell.com
Most brain functions involve interactions among multiple, distinct areas or nuclei. For
instance, visual processing in primates requires the appropriate relaying of signals across …

[HTML][HTML] Cortical population activity within a preserved neural manifold underlies multiple motor behaviors

JA Gallego, MG Perich, SN Naufel, C Ethier… - Nature …, 2018 - nature.com
Populations of cortical neurons flexibly perform different functions; for the primary motor
cortex (M1) this means a rich repertoire of motor behaviors. We investigate the flexibility of …

[HTML][HTML] Motor cortex embeds muscle-like commands in an untangled population response

AA Russo, SR Bittner, SM Perkins, JS Seely… - Neuron, 2018 - cell.com
Primate motor cortex projects to spinal interneurons and motoneurons, suggesting that
motor cortex activity may be dominated by muscle-like commands. Observations during …

[HTML][HTML] The centrality of population-level factors to network computation is demonstrated by a versatile approach for training spiking networks

B DePasquale, D Sussillo, LF Abbott, MM Churchland - Neuron, 2023 - cell.com
Neural activity is often described in terms of population-level factors extracted from the
responses of many neurons. Factors provide a lower-dimensional description with the aim of …