Computation through neural population dynamics
Significant experimental, computational, and theoretical work has identified rich structure
within the coordinated activity of interconnected neural populations. An emerging challenge …
within the coordinated activity of interconnected neural populations. An emerging challenge …
The role of variability in motor learning
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 …
widely considered to be the unwanted consequence of a noisy nervous system. However …
Neural mechanisms of movement planning: motor cortex and beyond
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 …
cooperate to maintain preparatory activity.•Preparatory activity sets network activity to an …
Reorganization between preparatory and movement population responses in motor cortex
Neural populations can change the computation they perform on very short timescales.
Although such flexibility is common, the underlying computational strategies at the …
Although such flexibility is common, the underlying computational strategies at the …
Cortical activity in the null space: permitting preparation without movement
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 …
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 …
about the factors that underlie them. Here we explore whether movement-to-movement …
Principles of sensorimotor learning
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 …
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
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 …
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
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 …
responses of many neurons. Factors provide a lower-dimensional description with the aim of …
Flexible sensorimotor computations through rapid reconfiguration of cortical dynamics
Neural mechanisms that support flexible sensorimotor computations are not well
understood. In a dynamical system whose state is determined by interactions among …
understood. In a dynamical system whose state is determined by interactions among …