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 …

Toroidal topology of population activity in grid cells

RJ Gardner, E Hermansen, M Pachitariu, Y Burak… - Nature, 2022 - nature.com
The medial entorhinal cortex is part of a neural system for map** the position of an
individual within a physical environment. Grid cells, a key component of this system, fire in a …

Neuronal reward and decision signals: from theories to data

W Schultz - Physiological reviews, 2015 - journals.physiology.org
Rewards are crucial objects that induce learning, approach behavior, choices, and
emotions. Whereas emotions are difficult to investigate in animals, the learning function is …

Flexible timing by temporal scaling of cortical responses

J Wang, D Narain, EA Hosseini, M Jazayeri - Nature neuroscience, 2018 - nature.com
Musicians can perform at different tempos, speakers can control the cadence of their
speech, and children can flexibly vary their temporal expectations of events. To understand …

Attractor dynamics reflect decision confidence in macaque prefrontal cortex

S Wang, R Falcone, B Richmond, BB Averbeck - Nature Neuroscience, 2023 - nature.com
Decisions are made with different degrees of consistency, and this consistency can be
linked to the confidence that the best choice has been made. Theoretical work suggests that …

Discrete attractor dynamics underlies persistent activity in the frontal cortex

HK Inagaki, L Fontolan, S Romani, K Svoboda - Nature, 2019 - nature.com
Short-term memories link events separated in time, such as past sensation and future
actions. Short-term memories are correlated with slow neural dynamics, including selective …

[LIVRE][B] Neuronal dynamics: From single neurons to networks and models of cognition

W Gerstner, WM Kistler, R Naud, L Paninski - 2014 - books.google.com
What happens in our brain when we make a decision? What triggers a neuron to send out a
signal? What is the neural code? This textbook for advanced undergraduate and beginning …

Context-dependent computation by recurrent dynamics in prefrontal cortex

V Mante, D Sussillo, KV Shenoy, WT Newsome - nature, 2013 - nature.com
Prefrontal cortex is thought to have a fundamental role in flexible, context-dependent
behaviour, but the exact nature of the computations underlying this role remains largely …

Demixed principal component analysis of neural population data

D Kobak, W Brendel, C Constantinidis, CE Feierstein… - elife, 2016 - elifesciences.org
Neurons in higher cortical areas, such as the prefrontal cortex, are often tuned to a variety of
sensory and motor variables, and are therefore said to display mixed selectivity. This …