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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 …
decades, as the basic currency of understanding shifted from single-neuron tuning towards …
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 …
Long-term stability of cortical population dynamics underlying consistent behavior
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 …
and yet no equally stable neural correlate has been demonstrated. How does the cortex …
Towards the neural population doctrine
Highlights•New generations of recording and computing technologies have enabled
neuroscience at the level of the neural population.•Landmark scientific findings suggest the …
neuroscience at the level of the neural population.•Landmark scientific findings suggest the …
Bayesian computation through cortical latent dynamics
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 …
behavior when sensory information is uncertain. Bayesian theory formalizes how prior …
Independent generation of sequence elements by motor cortex
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 …
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
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 …
Thalamic control of cortical dynamics in a model of flexible motor sequencing
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 …
them into arbitrary sequences are unclear. We developed a model in which inhibitory basal …
Prefrontal cortex exhibits multidimensional dynamic encoding during decision-making
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 …
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
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 …
motor control. We considered a key higher order role: tracking progress throughout an …