Preparatory activity and the expansive null-space

MM Churchland, KV Shenoy - Nature Reviews Neuroscience, 2024 - nature.com
The study of the cortical control of movement experienced a conceptual shift over recent
decades, as the basic currency of understanding shifted from single-neuron tuning towards …

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 …

Long-term stability of cortical population dynamics underlying consistent behavior

JA Gallego, MG Perich, RH Chowdhury, SA Solla… - Nature …, 2020 - nature.com
Animals readily execute learned behaviors in a consistent manner over long periods of time,
and yet no equally stable neural correlate has been demonstrated. How does the cortex …

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 …

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 …

Independent generation of sequence elements by motor cortex

AJ Zimnik, MM Churchland - Nature neuroscience, 2021 - nature.com
Rapid execution of motor sequences is believed to depend on fusing movement elements
into cohesive units that are executed holistically. We sought to determine the contribution of …

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 …

Thalamic control of cortical dynamics in a model of flexible motor sequencing

L Logiaco, LF Abbott, S Escola - Cell reports, 2021 - cell.com
The neural mechanisms that generate an extensible library of motor motifs and flexibly string
them into arbitrary sequences are unclear. We developed a model in which inhibitory basal …

Prefrontal cortex exhibits multidimensional dynamic encoding during decision-making

MC Aoi, V Mante, JW Pillow - Nature neuroscience, 2020 - nature.com
Recent work has suggested that the prefrontal cortex (PFC) plays a key role in context-
dependent perceptual decision-making. In this study, we addressed that role using a new …

Neural trajectories in the supplementary motor area and motor cortex exhibit distinct geometries, compatible with different classes of computation

AA Russo, R Khajeh, SR Bittner, SM Perkins… - Neuron, 2020 - cell.com
The supplementary motor area (SMA) is believed to contribute to higher order aspects of
motor control. We considered a key higher order role: tracking progress throughout an …