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 …

Large-scale neural recordings call for new insights to link brain and behavior

AE Urai, B Doiron, AM Leifer, AK Churchland - Nature neuroscience, 2022 - nature.com
Neuroscientists today can measure activity from more neurons than ever before, and are
facing the challenge of connecting these brain-wide neural recordings to computation and …

Orthogonal representations for robust context-dependent task performance in brains and neural networks

T Flesch, K Juechems, T Dumbalska, A Saxe… - Neuron, 2022 - cell.com
How do neural populations code for multiple, potentially conflicting tasks? Here we used
computational simulations involving neural networks to define" lazy" and" rich" coding …

Discovering causal relations and equations from data

G Camps-Valls, A Gerhardus, U Ninad, G Varando… - Physics Reports, 2023 - Elsevier
Physics is a field of science that has traditionally used the scientific method to answer
questions about why natural phenomena occur and to make testable models that explain the …

The population doctrine in cognitive neuroscience

RB Ebitz, BY Hayden - Neuron, 2021 - cell.com
A major shift is happening within neurophysiology: a population doctrine is drawing level
with the single-neuron doctrine that has long dominated the field. Population-level ideas …

The role of population structure in computations through neural dynamics

A Dubreuil, A Valente, M Beiran… - Nature …, 2022 - nature.com
Neural computations are currently investigated using two separate approaches: sorting
neurons into functional subpopulations or examining the low-dimensional dynamics of …

The centrality of population-level factors to network computation is demonstrated by a versatile approach for training spiking networks

B DePasquale, D Sussillo, LF Abbott, MM Churchland - Neuron, 2023 - cell.com
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 …

The orbitofrontal cortex maps future navigational goals

R Basu, R Gebauer, T Herfurth, S Kolb, Z Golipour… - Nature, 2021 - nature.com
Accurate navigation to a desired goal requires consecutive estimates of spatial relationships
between the current position and future destination throughout the journey. Although …

Representational geometry of perceptual decisions in the monkey parietal cortex

G Okazawa, CE Hatch, A Mancoo, CK Machens… - Cell, 2021 - cell.com
Lateral intraparietal (LIP) neurons represent formation of perceptual decisions involving eye
movements. In circuit models for these decisions, neural ensembles that encode actions …

Neural algorithms and circuits for motor planning

HK Inagaki, S Chen, K Daie… - Annual review of …, 2022 - annualreviews.org
The brain plans and executes volitional movements. The underlying patterns of neural
population activity have been explored in the context of movements of the eyes, limbs …