A unifying perspective on neural manifolds and circuits for cognition

C Langdon, M Genkin, TA Engel - Nature Reviews Neuroscience, 2023 - nature.com
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 …

Reconstructing computational system dynamics from neural data with recurrent neural networks

D Durstewitz, G Koppe, MI Thurm - Nature Reviews Neuroscience, 2023 - nature.com
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 …

Computation through neural population dynamics

S Vyas, MD Golub, D Sussillo… - Annual review of …, 2020 - annualreviews.org
Significant experimental, computational, and theoretical work has identified rich structure
within the coordinated activity of interconnected neural populations. An emerging challenge …

Two views on the cognitive brain

DL Barack, JW Krakauer - Nature Reviews Neuroscience, 2021 - nature.com
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 …

Artificial neural networks for neuroscientists: a primer

GR Yang, XJ Wang - Neuron, 2020 - cell.com
Artificial neural networks (ANNs) are essential tools in machine learning that have drawn
increasing attention in neuroscience. Besides offering powerful techniques for data analysis …

Task representations in neural networks trained to perform many cognitive tasks

GR Yang, MR Joglekar, HF Song, WT Newsome… - Nature …, 2019 - nature.com
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 …

Frontal cortex and the hierarchical control of behavior

D Badre, DE Nee - Trends in cognitive sciences, 2018 - cell.com
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 …

The computational foundations of dynamic coding in working memory

JP Stroud, J Duncan, M Lengyel - Trends in Cognitive Sciences, 2024 - cell.com
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 …

Unsupervised discovery of demixed, low-dimensional neural dynamics across multiple timescales through tensor component analysis

AH Williams, TH Kim, F Wang, S Vyas, SI Ryu… - Neuron, 2018 - cell.com
Perceptions, thoughts, and actions unfold over millisecond timescales, while learned
behaviors can require many days to mature. While recent experimental advances enable …

Bayesian computation through cortical latent dynamics

H Sohn, D Narain, N Meirhaeghe, M Jazayeri - Neuron, 2019 - cell.com
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 …