Computational Neuroscience Group

Preprints

J. Göltz, A. Baumbach, S. Billaudelle, O. Breitwieser, D. Dold, L. Kriener, A.F. Kungl, W. Senn, J. Schemmel, K. Meier, M.A. Petrovici.
Fast and deep neuromorphic learning with time-to-first-spike coding. arXiv 2019

S. Billaudelle, Y. Stradmann, K. Schreiber, B. Cramer, A. Baumbach, D. Dold, J. Göltz, A.F. Kungl, T.C. Wunderlich, A. Hartel, E. Müller, O. Breitwieser, C. Mauch, M. Kleider, A. Grübl, Da. Stöckel, C. Pehle, A. Heimbrecht, P. Spilger, G. Kiene, V. Karasenko, W. Senn, M.A. Petrovici, J. Schemmel, K. Meier.
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate. arXiv 2019

J. Sacramento, R.P. Costa, Y. Bengio, W. Senn.
Dendritic cortical microcircuits approximate the backpropagation algorithm. arXiv NIPS 2018, 2018 pdf

J. Sacramento, R. Ponte Costa, Y. Bengio, W. Senn.
Dendritic error backpropagation in deep cortical microcircuits. arXiv online, 2017 pdf