Walter Senn - researchr alias

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Viewing Publication 1 - 55 from 55

2022

Cortical oscillations support sampling-based computations in spiking neural networksAgnes Korcsak-Gorzo, Michael G. Müller, Andreas Baumbach, Luziwei Leng, Oliver Julien Breitwieser, Sacha J. van Albada, Walter Senn, Karlheinz Meier, Robert Legenstein, Mihai A. Petrovici. ploscb, 18(3), 2022. [doi]

2021

Fast and energy-efficient neuromorphic deep learning with first-spike timesJulian Göltz, Laura Kriener, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Benjamin Cramer, Dominik Dold, Ákos F. Kungl, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici. natmi, 3(9):823-835, 2021. [doi]

Latent Equilibrium: Arbitrarily fast computation with arbitrarily slow neuronsPaul Haider, Benjamin Ellenberger, Laura Kriener, Jakob Jordan, Walter Senn, Mihai A. Petrovici. nips 2021: 17839-17851 [doi]

Uncovering Neuronal Learning Principles through Artificial EvolutionHenrik D. Mettler, Virginie Sabado, Walter Senn, Mihai A. Petrovici, Jakob Jordan. ercim, 2021(125), 2021. [doi]

Evolving neuronal plasticity rules using cartesian genetic programmingHenrik D. Mettler, Maximilian Schmidt, Walter Senn, Mihai A. Petrovici, Jakob Jordan. gecco 2021: 285-286 [doi]

2020

Conductance-based dendrites perform reliability-weighted opinion poolingJakob Jordan, Mihai A. Petrovici, Walter Senn, João Sacramento. nice 2020: [doi]

Natural gradient learning for spiking neuronsElena Kreutzer, Mihai A. Petrovici, Walter Senn. nice 2020: [doi]

2019

Stochasticity from function - Why the Bayesian brain may need no noiseDominik Dold, Ilja Bytschok, Akos F. Kungl, Andreas Baumbach, Oliver Breitwieser, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici. NN, 119:200-213, 2019. [doi]

2018

Dendritic cortical microcircuits approximate the backpropagation algorithmJoão Sacramento, Rui Ponte Costa, Yoshua Bengio, Walter Senn. nips 2018: 8735-8746 [doi]

2017

Spatial But Not Oculomotor Information Biases Perceptual Memory: Evidence From Face Perception and Cognitive ModelingAndrea L. Wantz, Janek S. Lobmaier, Fred W. Mast, Walter Senn. cogsci, 41(6):1533-1554, 2017. [doi]

2016

Prospective Coding by Spiking NeuronsJohanni Brea, Alexisz Tamás Gaál, Robert Urbanczik, Walter Senn. ploscb, 12(6), 2016. [doi]

Somato-dendritic Synaptic Plasticity and Error-backpropagation in Active DendritesMathieu Schiess, Robert Urbanczik, Walter Senn. ploscb, 12(2), 2016. [doi]

2014

A Normative Theory of Forgetting: Lessons from the Fruit FlyJohanni Brea, Robert Urbanczik, Walter Senn. ploscb, 10(6), 2014. [doi]

Code-Specific Learning Rules Improve Action Selection by Populations of Spiking NeuronsJohannes Friedrich, Robert Urbanczik, Walter Senn. IJNS, 24(5), 2014. [doi]

Modulation of orientation-selective neurons by motion: when additive, when multiplicative?Torsten Lüdge, Robert Urbanczik, Walter Senn. ficn, 2014:67, 2014. [doi]

2012

Spike-based Decision Learning of Nash Equilibria in Two-Player GamesJohannes Friedrich, Walter Senn. ploscb, 8(9), 2012. [doi]

2011

Sequence learning with hidden units in spiking neural networksJohanni Brea, Walter Senn, Jean-Pascal Pfister. nips 2011: 1422-1430 [doi]

Spatio-Temporal Credit Assignment in Neuronal Population LearningJohannes Friedrich, Robert Urbanczik, Walter Senn. ploscb, 7(6), 2011. [doi]

2010

Learning Spike-Based Population Codes by Reward and Population FeedbackJohannes Friedrich, Robert Urbanczik, Walter Senn. neco, 22(7):1698-1717, 2010. [doi]

2009

2008

2007

Learning Real-World Stimuli in a Neural Network with Spike-Driven Synaptic DynamicsJoseph M. Brader, Walter Senn, Stefano Fusi. neco, 19(11):2881-2912, 2007. [doi]

Perceptual Learning via Modification of Cortical Top-Down SignalsRoland Schäfer, Eleni Vasilaki, Walter Senn. ploscb, 3(8), 2007. [doi]

2005

Learning Only When Necessary: Better Memories of Correlated Patterns in Networks with Bounded SynapsesWalter Senn, Stefano Fusi. neco, 17(10):2106-2138, 2005. [doi]

2004

Comparison between networks of conductance- and current-driven neurons: stationary spike rates and subthreshold depolarizationGiancarlo La Camera, Walter Senn, Stefano Fusi. ijon, 58-60:253-258, 2004. [doi]

Minimal Models of Adapted Neuronal Response to In Vivo-Like Input CurrentsGiancarlo La Camera, Alexander Rauch, Hans-Rudolf Lüscher, Walter Senn, Stefano Fusi. neco, 16(10):2101-2124, 2004. [doi]

Slow stochastic learning with global inhibition: a biological solution to the binary perceptron problemWalter Senn, Stefano Fusi. ijon, 58-60:321-326, 2004. [doi]

2003

Spike-Based Synaptic Plasticity and the Emergence of Direction Selective Simple Cells: Mathematical AnalysisWalter Senn, Nissim J. Buchs. jcns, 14(2):119-138, 2003.

2002

Spike-Based Synaptic Plasticity and the Emergence of Direction Selective Simple Cells: Simulation ResultsNissim J. Buchs, Walter Senn. jcns, 13(3):167-186, 2002.

Firing Rate Adaptation without Losing Sensitivity to Input FluctuationsGiancarlo La Camera, Alexander Rauch, Walter Senn, Hans-Rudolf Lüscher, Stefano Fusi. icann 2002: 180-185 [doi]

When NMDA Receptor Conductances Increase Inter-spike Interval VariabilityGiancarlo La Camera, Stefano Fusi, Walter Senn, Alexander Rauch, Hans-Rudolf Lüscher. icann 2002: 235-240 [doi]

Beyond spike timing: the role of nonlinear plasticity and unreliable synapsesWalter Senn. bc, 87(5-6):344-355, 2002. [doi]

Activity-Dependent Development of Axonal and Dendritic Delays, or, Why Synaptic Transmission Should Be UnreliableWalter Senn, Martin Schneider, Berthold Ruf. neco, 14(3):583-619, 2002. [doi]

Hebb in perspectiveJ. Leo van Hemmen, Walter Senn. bc, 87(5-6):317-318, 2002. [doi]

2001

1999

Comparison of two models for pattern generation based on synaptic depressionJoël Tabak, Walter Senn, Michael J. O Donovan, John Rinzel. ijon, 26-27:551-556, 1999. [doi]

1998

Reading Neuronal Synchrony with Depressing SynapsesWalter Senn, Idan Segev, Misha Tsodyks. neco, 10(4):815-819, 1998.

Pattern Generation by Two Coupled Time-Discrete Neural Networks with Synaptic DepressionWalter Senn, Thierry Wannier, J. Kleinle, Hans-Rudolf Lüscher, L. Müller, Jürg Streit, Kuno Wyler. neco, 10(5):1251-1275, 1998.

Recruitment of reticulospinal neurones and steady locomotion in lampreyThierry Wannier, Walter Senn. NN, 11(6):1005-1015, 1998. [doi]

1997

Size principle and information theoryWalter Senn, Kuno Wyler, H. P. Clamann, J. Kleinle, Hans-Rudolf LÃ¼scher, L. MÃ¼ller. bc, 76(1):11-22, 1997. [doi]

An Algorithm for Synaptic Modification Based on Exact Timing of Pre- and Post-Synaptic Action PotentialsWalter Senn, Misha Tsodyks, Henry Markram. icann 1997: 121-126

1996

Dynamics of a random neural network with synaptic depressionWalter Senn, Kuno Wyler, Jürg Streit, Matthew E. Larkum, Hans-Rudolf Lüscher, H. Mey, L. Müller, Daniel Stainhauser, K. Vogt, Thierry Wannier. NN, 9(4):575-588, 1996. [doi]

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