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Evolving Neuronal Plasticity Rules using Cartesian Genetic Programming

Feb 08, 2021
Henrik D. Mettler, Maximilian Schmidt, Walter Senn, Mihai A. Petrovici, Jakob Jordan

* 2 pages, 1 figure 

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Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate

Dec 30, 2019
Sebastian Billaudelle, Yannik Stradmann, Korbinian Schreiber, Benjamin Cramer, Andreas Baumbach, Dominik Dold, Julian Göltz, Akos F. Kungl, Timo C. Wunderlich, Andreas Hartel, Eric Müller, Oliver Breitwieser, Christian Mauch, Mitja Kleider, Andreas Grübl, David Stöckel, Christian Pehle, Arthur Heimbrecht, Philipp Spilger, Gerd Kiene, Vitali Karasenko, Walter Senn, Mihai A. Petrovici, Johannes Schemmel, Karlheinz Meier


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Fast and deep neuromorphic learning with time-to-first-spike coding

Dec 24, 2019
Julian Göltz, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Dominik Dold, Laura Kriener, Akos Ferenc Kungl, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai Alexandru Petrovici

* 14 pages, 7 figures 

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Ghost Units Yield Biologically Plausible Backprop in Deep Neural Networks

Nov 15, 2019
Thomas Mesnard, Gaetan Vignoud, Joao Sacramento, Walter Senn, Yoshua Bengio


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Dendritic cortical microcircuits approximate the backpropagation algorithm

Oct 26, 2018
João Sacramento, Rui Ponte Costa, Yoshua Bengio, Walter Senn

* To appear in Advances in Neural Information Processing Systems 31 (NIPS 2018). 12 pages, 3 figures, 9 pages of supplementary material (2 supplementary figures) 

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Stochasticity from function - why the Bayesian brain may need no noise

Sep 21, 2018
Dominik Dold, Ilja Bytschok, Akos F. Kungl, Andreas Baumbach, Oliver Breitwieser, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici


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Dendritic error backpropagation in deep cortical microcircuits

Dec 30, 2017
João Sacramento, Rui Ponte Costa, Yoshua Bengio, Walter Senn

* 27 pages, 5 figures, 10 pages supplementary information 

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Spiking neurons with short-term synaptic plasticity form superior generative networks

Oct 10, 2017
Luziwei Leng, Roman Martel, Oliver Breitwieser, Ilja Bytschok, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici

* corrected typo in abstract 

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Feedforward Initialization for Fast Inference of Deep Generative Networks is biologically plausible

Jun 28, 2016
Yoshua Bengio, Benjamin Scellier, Olexa Bilaniuk, Joao Sacramento, Walter Senn


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