Single cortical neurons as deep artificial neural networks

Data-driven reduction of dendritic morphologies with preserved dendro-somatic responses

(2021) Willem AM Wybo et al.   eLife

Improved protein structure prediction using potentials from deep learning

(2020) Andrew W. Senior et al.   NATURE

Dendritic action potentials and computation in human layer 2/3 cortical neurons

(2020) Albert Gidon et al.   SCIENCE

An efficient analytical reduction of detailed nonlinear neuron models

(2020) Oren Amsalem et al.   Nature Communications

Deep convolutional models improve predictions of macaque V1 responses to natural images

(2019) Santiago A. Cadena et al.   PLoS Computational Biology

A deep learning framework for neuroscience

(2019) Blake A. Richards et al.   NATURE NEUROSCIENCE

Challenging the point neuron dogma: FS basket cells as 2-stage nonlinear integrators

(2019) Alexandra Tzilivaki et al.   Nature Communications

Global and Multiplexed Dendritic Computations under In Vivo-like Conditions

(2018) Balázs B. Ujfalussy et al.   NEURON

Timed Synaptic Inhibition Shapes NMDA Spikes, Influencing Local Dendritic Processing and Global I/O Properties of Cortical Neurons

(2017) Michael Doron et al.   Cell Reports

Why Neurons Have Thousands of Synapses, a Theory of Sequence Memory in Neocortex

(2016) Jeff Hawkins et al.   Frontiers in Neural Circuits

Reconstruction and Simulation of Neocortical Microcircuitry

(2015) Henry Markram et al.   CELL

Deep learning

(2015) Yann LeCun et al.   NATURE

Synaptic clustering within dendrites: An emerging theory of memory formation

(2015) George Kastellakis et al.   PROGRESS IN NEUROBIOLOGY

Spike-timing prediction in cortical neurons with active dendrites

(2014) Richard Naud et al.   Frontiers in Computational Neuroscience

Generation of dense statistical connectomes from sparse morphological data

(2014) Robert Egger et al.   Frontiers in Neuroanatomy

Active Properties of Neocortical Pyramidal Neuron Dendrites

(2013) Guy Major et al.   Annual Review of Neuroscience

Mechanisms underlying subunit independence in pyramidal neuron dendrites

(2013) B. F. Behabadi et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The role of dendritic inhibition in shaping the plasticity of excitatory synapses

(2013) Lital Bar-Ilan et al.   Frontiers in Neural Circuits

Passive Dendrites Enable Single Neurons to Compute Linearly Non-separable Functions

(2013) Romain Daniel Cazé et al.   PLoS Computational Biology

Models of Neocortical Layer 5b Pyramidal Cells Capturing a Wide Range of Dendritic and Perisomatic Active Properties

(2011) Etay Hay et al.   PLoS Computational Biology

Dendritic Discrimination of Temporal Input Sequences in Cortical Neurons

(2010) T. Branco et al.   SCIENCE

Synapse Distribution Suggests a Two-Stage Model of Dendritic Integration in CA1 Pyramidal Neurons

(2009) Yael Katz et al.   NEURON

Synaptic Integration in Tuft Dendrites of Layer 5 Pyramidal Neurons: A New Unifying Principle

(2009) M. E. Larkum et al.   SCIENCE

The quantitative single-neuron modeling competition

(2008) Renaud Jolivet et al.   BIOLOGICAL CYBERNETICS

Compartmentalized dendritic plasticity and input feature storage in neurons

(2008) Attila Losonczy et al.   NATURE