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 role of variability in motor learning

AK Dhawale, MA Smith… - Annual review of …, 2017 - annualreviews.org
Trial-to-trial variability in the execution of movements and motor skills is ubiquitous and
widely considered to be the unwanted consequence of a noisy nervous system. However …

Neural mechanisms of movement planning: motor cortex and beyond

K Svoboda, N Li - Current opinion in neurobiology, 2018 - Elsevier
Highlights•Preparatory activity is a neural correlate of motor planning.•Multiple brain areas
cooperate to maintain preparatory activity.•Preparatory activity sets network activity to an …

Reorganization between preparatory and movement population responses in motor cortex

GF Elsayed, AH Lara, MT Kaufman… - Nature …, 2016 - nature.com
Neural populations can change the computation they perform on very short timescales.
Although such flexibility is common, the underlying computational strategies at the …

Cortical activity in the null space: permitting preparation without movement

MT Kaufman, MM Churchland, SI Ryu… - Nature neuroscience, 2014 - nature.com
Neural circuits must perform computations and then selectively output the results to other
circuits. Yet synapses do not change radically at millisecond timescales. A key question then …

Temporal structure of motor variability is dynamically regulated and predicts motor learning ability

HG Wu, YR Miyamoto, LNG Castro, BP Ölveczky… - Nature …, 2014 - nature.com
Individual differences in motor learning ability are widely acknowledged, yet little is known
about the factors that underlie them. Here we explore whether movement-to-movement …

Principles of sensorimotor learning

DM Wolpert, J Diedrichsen, JR Flanagan - Nature reviews neuroscience, 2011 - nature.com
Abstract The exploits of Martina Navratilova and Roger Federer represent the pinnacle of
motor learning. However, when considering the range and complexity of the processes that …

A neural network that finds a naturalistic solution for the production of muscle activity

D Sussillo, MM Churchland, MT Kaufman… - Nature …, 2015 - nature.com
It remains an open question how neural responses in motor cortex relate to movement. We
explored the hypothesis that motor cortex reflects dynamics appropriate for generating …

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 …

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 …