Modelling and analysis of local field potentials for studying the function of cortical circuits

GT Einevoll, C Kayser, NK Logothetis… - Nature Reviews …, 2013 - nature.com
The past decade has witnessed a renewed interest in cortical local field potentials (LFPs)—
that is, extracellularly recorded potentials with frequencies of up to∼ 500 Hz. This is due to …

[HTML][HTML] Philosophy of the spike: rate-based vs. spike-based theories of the brain

R Brette - Frontiers in systems neuroscience, 2015 - frontiersin.org
Does the brain use a firing rate code or a spike timing code? Considering this controversial
question from an epistemological perspective, I argue that progress has been hampered by …

[BOOK][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 …

Macroscopic description for networks of spiking neurons

E Montbrió, D Pazó, A Roxin - Physical Review X, 2015 - APS
A major goal of neuroscience, statistical physics, and nonlinear dynamics is to understand
how brain function arises from the collective dynamics of networks of spiking neurons. This …

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 …

[HTML][HTML] The scientific case for brain simulations

GT Einevoll, A Destexhe, M Diesmann, S Grün, V Jirsa… - Neuron, 2019 - cell.com
A key element of the European Union's Human Brain Project (HBP) and other large-scale
brain research projects is the simulation of large-scale model networks of neurons. Here, we …

Thalamic control of cortical dynamics in a model of flexible motor sequencing

L Logiaco, LF Abbott, S Escola - Cell reports, 2021 - cell.com
The neural mechanisms that generate an extensible library of motor motifs and flexibly string
them into arbitrary sequences are unclear. We developed a model in which inhibitory basal …

Two types of asynchronous activity in networks of excitatory and inhibitory spiking neurons

S Ostojic - Nature neuroscience, 2014 - nature.com
Asynchronous activity in balanced networks of excitatory and inhibitory neurons is believed
to constitute the primary medium for the propagation and transformation of information in the …

Transition to chaos in random neuronal networks

J Kadmon, H Sompolinsky - Physical Review X, 2015 - APS
Firing patterns in the central nervous system often exhibit strong temporal irregularity and
considerable heterogeneity in time-averaged response properties. Previous studies …

Compressed sensing, sparsity, and dimensionality in neuronal information processing and data analysis

S Ganguli, H Sompolinsky - Annual review of neuroscience, 2012 - annualreviews.org
The curse of dimensionality poses severe challenges to both technical and conceptual
progress in neuroscience. In particular, it plagues our ability to acquire, process, and model …