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A unifying perspective on neural manifolds and circuits for cognition
Two different perspectives have informed efforts to explain the link between the brain and
behaviour. One approach seeks to identify neural circuit elements that carry out specific …
behaviour. One approach seeks to identify neural circuit elements that carry out specific …
Reconstructing computational system dynamics from neural data with recurrent neural networks
Computational models in neuroscience usually take the form of systems of differential
equations. The behaviour of such systems is the subject of dynamical systems theory …
equations. The behaviour of such systems is the subject of dynamical systems theory …
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 …
Two views on the cognitive brain
Cognition can be defined as computation over meaningful representations in the brain to
produce adaptive behaviour. There are two views on the relationship between cognition and …
produce adaptive behaviour. There are two views on the relationship between cognition and …
Artificial neural networks for neuroscientists: a primer
Artificial neural networks (ANNs) are essential tools in machine learning that have drawn
increasing attention in neuroscience. Besides offering powerful techniques for data analysis …
increasing attention in neuroscience. Besides offering powerful techniques for data analysis …
Task representations in neural networks trained to perform many cognitive tasks
The brain has the ability to flexibly perform many tasks, but the underlying mechanism
cannot be elucidated in traditional experimental and modeling studies designed for one task …
cannot be elucidated in traditional experimental and modeling studies designed for one task …
Frontal cortex and the hierarchical control of behavior
The frontal lobes are important for cognitive control, yet their functional organization remains
controversial. An influential class of theory proposes that the frontal lobes are organized …
controversial. An influential class of theory proposes that the frontal lobes are organized …
The computational foundations of dynamic coding in working memory
Working memory (WM) is a fundamental aspect of cognition. WM maintenance is classically
thought to rely on stable patterns of neural activities. However, recent evidence shows that …
thought to rely on stable patterns of neural activities. However, recent evidence shows that …
Unsupervised discovery of demixed, low-dimensional neural dynamics across multiple timescales through tensor component analysis
Perceptions, thoughts, and actions unfold over millisecond timescales, while learned
behaviors can require many days to mature. While recent experimental advances enable …
behaviors can require many days to mature. While recent experimental advances enable …
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 …