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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 …
Analysis methods for large-scale neuronal recordings
Simultaneous recordings from hundreds or thousands of neurons are becoming routine
because of innovations in instrumentation, molecular tools, and data processing software …
because of innovations in instrumentation, molecular tools, and data processing software …
Neural data transformer 2: multi-context pretraining for neural spiking activity
The neural population spiking activity recorded by intracortical brain-computer interfaces
(iBCIs) contain rich structure. Current models of such spiking activity are largely prepared for …
(iBCIs) contain rich structure. Current models of such spiking activity are largely prepared for …
Large-scale high-density brain-wide neural recording in nonhuman primates
Partial observation can induce mechanistic mismatches in data-constrained models of neural dynamics
One of the central goals of neuroscience is to gain a mechanistic understanding of how the
dynamics of neural circuits give rise to their observed function. A popular approach towards …
dynamics of neural circuits give rise to their observed function. A popular approach towards …
Aligned and oblique dynamics in recurrent neural networks
The relation between neural activity and behaviorally relevant variables is at the heart of
neuroscience research. When strong, this relation is termed a neural representation. There …
neuroscience research. When strong, this relation is termed a neural representation. There …
Mechanisms underlying reshuffling of visual responses by optogenetic stimulation in mice and monkeys
The ability to optogenetically perturb neural circuits opens an unprecedented window into
mechanisms governing circuit function. We analyzed and theoretically modeled neuronal …
mechanisms governing circuit function. We analyzed and theoretically modeled neuronal …
[HTML][HTML] Comparison of electrical microstimulation artifact removal methods for high-channel-count prostheses
Background Neuroprostheses are used to electrically stimulate the brain, modulate neural
activity and restore sensory and motor function following injury or disease, such as …
activity and restore sensory and motor function following injury or disease, such as …
Modeling Normal and Abnormal Circuit Development with Recurrent Neural Networks
Neural development must construct neural circuits that can perform the computations
necessary for survival. However, many theoretical models of development do not explicitly …
necessary for survival. However, many theoretical models of development do not explicitly …