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The error-backpropagation (backprop) algorithm remains the most common solution to the credit assignment problem in artificial neural networks.
Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex
Elie L Bienenstock, Leon N Cooper, and Paul W Munro · 1982
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The recent excitement about neural networks
Francis Crick · 1989
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Rate, timing, and cooperativity jointly determine cortical synaptic plasticity
Per Jesper Sjöström, Gina G Turrigiano, and Sacha B Nelson · 2001
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Dependence of epsp efficacy on synapse location in neocortical pyramidal neurons
Stephen R Williams and Greg J Stuart · 2002
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Dendritic excitability and synaptic plasticity
P Jesper Sjostrom, Ede A Rancz, Arnd Roth, and Michael Hausser · 2008
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MNIST handwritten digit database
Yann LeCun and Corinna Cortes · 2010
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Inhibitory plasticity balances excitation and inhibition in sensory pathways and memory networks
Tim P Vogels, Henning Sprekeler, Friedemann Zenke, Claudia Clopath, and Wulfram Gerstner · 2011
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Nonlinear dendritic integration of sensory and motor input during an active sensing task
Ning-long Xu, Mark T Harnett, Stephen R Williams, Daniel Huber, Daniel H O’Connor, Karel Svoboda, and Jeffrey C Magee · 2012
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A disinhibitory circuit mediates motor integration in the somatosensory cortex
Soohyun Lee, Illya Kruglikov, Z Josh Huang, Gord Fishell, and Bernardo Rudy · 2013
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Motor cortex broadly engages excitatory and inhibitory neurons in somatosensory barrel cortex
Amanda K Kinnischtzke, Daniel J Simons, and Erika E Fanselow · 2014
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Limits to high-speed simulations of spiking neural networks using general-purpose computers
Friedemann Zenke and Wulfram Gerstner · 2014
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Properties of the primary somatosensory cortex projection to the primary motor cortex in the mouse
Iraklis Petrof, Angela N Viaene, and S Murray Sherman · 2015
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Difference target propagation
Dong-Hyun Lee, Saizheng Zhang, Asja Fischer, and Yoshua Bengio · 2015
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Random synaptic feedback weights support error backpropagation for deep learning
Timothy P Lillicrap, Daniel Cownden, Douglas B Tweed, and Colin J Akerman · 2016
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Towards deep learning with segregated dendrites
Jordan Guerguiev, Timothy P Lillicrap, and Blake A Richards · 2017
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Control of synaptic plasticity in deep cortical networks
Pieter R Roelfsema and Anthony Holtmaat · 2018
Dendritic solutions to the credit assignment problem
Blake A Richards and Timothy P Lillicrap · 2019
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Using weight mirrors to improve feedback alignment
Mohamed Akrout, Collin Wilson, Peter C Humphreys, Timothy Lillicrap, and Douglas Tweed · 2019
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Backpropagation and the brain
Timothy P Lillicrap, Adam Santoro, Luke Marris, Colin J Akerman, and Geoffrey Hinton · 2020
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Layer 6b is driven by intracortical long-range projection neurons
Timothy A Zolnik, Julia Ledderose, Maria Toumazou, Thorsten Trimbuch, Tess Oram, Christian Rosenmund, Britta J Eickholt, Robert NS Sachdev, and Matthew E Larkum · 2020
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Gait-prop: A biologically plausible learning rule derived from backpropagation of error
Nasir Ahmad, Marcel A van Gerven, and Luca Ambrogioni · 2020
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Cited alongside, same era.
Dendritic cortical microcircuits approximate the backpropagation algorithm
João Sacramento, Rui Ponte Costa, Yoshua Bengio, and Walter Senn · 2018
Cited alongside, same era.
Sparse bursts optimize information transmission in a multiplexed neural code
Richard Naud and Henning Sprekeler · 2018
Cited alongside, same era.
Input-specific nmdar-dependent potentiation of dendritic gabaergic inhibition
Chiayu Q Chiu, James S Martenson, Maya Yamazaki, Rie Natsume, Kenji Sakimura, Susumu Tomita, Steven J Tavalin, and Michael J Higley · 2018
Cited alongside, same era.
A deep learning framework for neuroscience
Blake A Richards, Timothy P Lillicrap, Philippe Beaudoin, Yoshua Bengio, Rafal Bogacz, Amelia Christensen, Claudia Clopath, Rui Ponte Costa, Archy de Berker, Surya Ganguli, et al · 2019
Cited alongside, same era.
Cifar-10 (canadian institute for advanced research)
Alex Krizhevsky, Vinod Nair, and Geoffrey Hinton
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Experiment tracking with weights and biases, 2020
Lukas Biewald · 2020
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Burst-dependent synaptic plasticity can coordinate learning in hierarchical circuits
Alexandre Payeur, Jordan Guerguiev, Friedemann Zenke, Blake A Richards, and Richard Naud · 2021
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Cell-type-specific recruitment of gabaergic interneurons in the primary somatosensory cortex by long-range inputs
Shovan Naskar, Jia Qi, Francisco Pereira, Charles R Gerfen, and Soohyun Lee · 2021
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Short-term facilitation of long-range corticocortical synapses revealed by selective optical stimulation
Luis E Martinetti, Kelly E Bonekamp, Dawn M Autio, Hye-Hyun Kim, and Shane R Crandall · 2022
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