The science and engineering behind sensitized brain-controlled bionic hands
C Pandarinath, SJ Bensmaia - Physiological Reviews, 2022 - journals.physiology.org
Advances in our understanding of brain function, along with the development of neural
interfaces that allow for the monitoring and activation of neurons, have paved the way for …
interfaces that allow for the monitoring and activation of neurons, have paved the way for …
Signatures of task learning in neural representations
While neural plasticity has long been studied as the basis of learning, the growth of large-
scale neural recording techniques provides a unique opportunity to study how learning …
scale neural recording techniques provides a unique opportunity to study how learning …
Neural latents benchmark'21: evaluating latent variable models of neural population activity
Advances in neural recording present increasing opportunities to study neural activity in
unprecedented detail. Latent variable models (LVMs) are promising tools for analyzing this …
unprecedented detail. Latent variable models (LVMs) are promising tools for analyzing this …
A unified, scalable framework for neural population decoding
Our ability to use deep learning approaches to decipher neural activity would likely benefit
from greater scale, in terms of both the model size and the datasets. However, the …
from greater scale, in terms of both the model size and the datasets. However, the …
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 …
Aligning latent representations of neural activity
Aligning latent representations of neural activity | Nature Biomedical Engineering Skip to main
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Stabilizing brain-computer interfaces through alignment of latent dynamics
Intracortical brain-computer interfaces (iBCIs) restore motor function to people with paralysis
by translating brain activity into control signals for external devices. In current iBCIs …
by translating brain activity into control signals for external devices. In current iBCIs …
A multi-demand operating system underlying diverse cognitive tasks
The existence of a multiple-demand cortical system with an adaptive, domain-general, role
in cognition has been proposed, but the underlying dynamic mechanisms and their links to …
in cognition has been proposed, but the underlying dynamic mechanisms and their links to …
Drop, swap, and generate: A self-supervised approach for generating neural activity
Meaningful and simplified representations of neural activity can yield insights into how and
what information is being processed within a neural circuit. However, without labels, finding …
what information is being processed within a neural circuit. However, without labels, finding …
Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers
Complex time-varying systems are often studied by abstracting away from the dynamics of
individual components to build a model of the population-level dynamics from the start …
individual components to build a model of the population-level dynamics from the start …