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 …

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 …

Preserved neural dynamics across animals performing similar behaviour

M Safaie, JC Chang, J Park, LE Miller, JT Dudman… - Nature, 2023 - nature.com
Animals of the same species exhibit similar behaviours that are advantageously adapted to
their body and environment. These behaviours are shaped at the species level by selection …

Neural tuning and representational geometry

N Kriegeskorte, XX Wei - Nature Reviews Neuroscience, 2021 - nature.com
A central goal of neuroscience is to understand the representations formed by brain activity
patterns and their connection to behaviour. The classic approach is to investigate how …

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 …

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 …

[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 …

Bayesian computation through cortical latent dynamics

H Sohn, D Narain, N Meirhaeghe, M Jazayeri - Neuron, 2019 - cell.com
Statistical regularities in the environment create prior beliefs that we rely on to optimize our
behavior when sensory information is uncertain. Bayesian theory formalizes how prior …

Flexible sensorimotor computations through rapid reconfiguration of cortical dynamics

ED Remington, D Narain, EA Hosseini, M Jazayeri - Neuron, 2018 - cell.com
Neural mechanisms that support flexible sensorimotor computations are not well
understood. In a dynamical system whose state is determined by interactions among …

Phantom oscillations in principal component analysis

M Shinn - Proceedings of the National Academy of …, 2023 - National Acad Sciences
Principal component analysis (PCA) is a dimensionality reduction method that is known for
being simple and easy to interpret. Principal components are often interpreted as low …