Walter Senn

86 papers A* 2C 5Journal 67Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Variational Latent Equilibrium for Learning in Neuronal Circuits.
CoRR
Simon Brandt, Paul Haider, Walter Senn, Federico Benitez, Mihai A. Petrovici
2026 — ed.
Artificial Neural Networks and Machine Learning - ICANN 2025 - 34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9-12, 2025, Proceedings, Part I
ICANN (1)
Walter Senn, Marcello Sanguineti, Ausra Saudargiene, Igor V. Tetko, Alessandro E. P. Villa, Viktor K. Jirsa, Yoshua Bengio
2026 — ed.
Artificial Neural Networks and Machine Learning - ICANN 2025 - 34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9-12, 2025, Proceedings, Part II
ICANN (2)
Walter Senn, Marcello Sanguineti, Ausra Saudargiene, Igor V. Tetko, Alessandro E. P. Villa, Viktor K. Jirsa, Yoshua Bengio
2026 — ed.
Artificial Neural Networks and Machine Learning - ICANN 2025 - 34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9-12, 2025, Proceedings, Part III
ICANN (3)
Walter Senn, Marcello Sanguineti, Ausra Saudargiene, Igor V. Tetko, Alessandro E. P. Villa, Viktor K. Jirsa, Yoshua Bengio
2026 — ed.
Artificial Neural Networks and Machine Learning - ICANN 2025 - 34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9-12, 2025, Proceedings, Part IV
ICANN (4)
Walter Senn, Marcello Sanguineti, Ausra Saudargiene, Igor V. Tetko, Alessandro E. P. Villa, Viktor K. Jirsa, Yoshua Bengio
2026 — ed.
Artificial Neural Networks and Machine Learning. ICANN 2025 International Workshops and Special Sessions - 34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9-12, 2025, Proceedings, Part V
ICANN (5)
Walter Senn, Marcello Sanguineti, Ausra Saudargiene, Igor V. Tetko, Alessandro E. P. Villa, Viktor K. Jirsa, Yoshua Bengio
2025 J jnl
Building functional and mechanistic models of cortical computation based on canonical cell type connectivity.
CoRR
Arno Granier, Katharina A. Wilmes, Mihai A. Petrovici, Walter Senn
2025 J jnl
Multihead self-attention in cortico-thalamic circuits.
CoRR
Arno Granier, Walter Senn
2025 J jnl
Publisher Correction: The conductor model of consciousness, our neuromorphic twins, and the human-AI deal.
AI Ethics
Federico Benitez, Cyriel Pennartz, Walter Senn
2025 J jnl
Teaching signal synchronization in deep neural networks with prospective neurons.
CoRR
Nicolas Zucchet, Qianqian Feng, Axel Laborieux, Friedemann Zenke, Walter Senn, João Sacramento
2025 J jnl
The conductor model of consciousness, our neuromorphic twins, and the human-AI deal.
AI Ethics
Federico Benitez, Cyriel Pennartz, Walter Senn
2024 J jnl
Conductance-based dendrites perform Bayes-optimal cue integration.
PLoS Comput. Biol.
Jakob Jordan, João Sacramento, Willem A. M. Wybo, Mihai A. Petrovici, Walter Senn
2024 J jnl
Learning efficient backprojections across cortical hierarchies in real time.
Nat. Mac. Intell.
Kevin Max, Laura Kriener, Garibaldi Pineda García, Thomas Nowotny, Ismael Jaras, Walter Senn, Mihai A. Petrovici
2024 J jnl
Order from chaos: Interplay of development and learning in recurrent networks of structured neurons.
CoRR
Laura Kriener, Kristin Völk, Ben von Hünerbein, Federico Benitez, Walter Senn, Mihai A. Petrovici
2023 — conf
Learning Efficient Backprojections Across Cortical Hierarchies in Real Time.
ICANN (1)
Kevin Max, Laura Kriener, Garibaldi Pineda García, Thomas Nowotny, Walter Senn, Mihai A. Petrovici
2023 J jnl
Learning beyond sensations: how dreams organize neuronal representations.
CoRR
Nicolas Deperrois, Mihai A. Petrovici, Walter Senn, Jakob Jordan
2023 J jnl
Precision estimation and second-order prediction errors in cortical circuits.
CoRR
Arno Granier, Mihai A. Petrovici, Walter Senn, Katharina A. Wilmes
2022 J jnl
Cortical oscillations support sampling-based computations in spiking neural networks.
PLoS Comput. Biol.
Agnes 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
2022 J jnl
Learning efficient backprojections across cortical hierarchies in real time.
CoRR
Kevin Max, Laura Kriener, Garibaldi Pineda García, Thomas Nowotny, Walter Senn, Mihai A. Petrovici
2021 J jnl
Evolving Neuronal Plasticity Rules using Cartesian Genetic Programming.
CoRR
Henrik D. Mettler, Maximilian Schmidt, Walter Senn, Mihai A. Petrovici, Jakob Jordan
2021 — conf
Evolving neuronal plasticity rules using cartesian genetic programming.
GECCO Companion
Henrik D. Mettler, Maximilian Schmidt, Walter Senn, Mihai A. Petrovici, Jakob Jordan
2021 J jnl
Fast and energy-efficient neuromorphic deep learning with first-spike times.
Nat. Mach. Intell.
Julian 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
2021 J jnl
Latent Equilibrium: A unified learning theory for arbitrarily fast computation with arbitrarily slow neurons.
CoRR
Paul Haider, Benjamin Ellenberger, Laura Kriener, Jakob Jordan, Walter Senn, Mihai A. Petrovici
2021 A* conf
Latent Equilibrium: Arbitrarily fast computation with arbitrarily slow neurons.
NeurIPS
Paul Haider, Benjamin Ellenberger, Laura Kriener, Jakob Jordan, Walter Senn, Mihai A. Petrovici
2021 J jnl
Memory semantization through perturbed and adversarial dreaming.
CoRR
Nicolas Deperrois, Mihai A. Petrovici, Walter Senn, Jakob Jordan
2021 J jnl
Uncovering Neuronal Learning Principles through Artificial Evolution.
ERCIM News
Henrik D. Mettler, Virginie Sabado, Walter Senn, Mihai A. Petrovici, Jakob Jordan
2020 — conf
Conductance-based dendrites perform reliability-weighted opinion pooling.
NICE
Jakob Jordan, Mihai A. Petrovici, Walter Senn, João Sacramento
2020 C conf
Live Demonstration: Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate.
ISCAS
Sebastian Billaudelle, Yannik Stradmann, Korbinian Schreiber, Benjamin Cramer, Andreas Baumbach, Dominik Dold, Julian Göltz, Ákos Ferenc 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
2020 — conf
Natural gradient learning for spiking neurons.
NICE
Elena Kreutzer, Mihai A. Petrovici, Walter Senn
2020 C conf
Versatile Emulation of Spiking Neural Networks on an Accelerated Neuromorphic Substrate.
ISCAS
Sebastian Billaudelle, Yannik Stradmann, Korbinian Schreiber, Benjamin Cramer, Andreas Baumbach, Dominik Dold, Julian Göltz, Ákos Ferenc 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
2019 J jnl
Fast and deep neuromorphic learning with time-to-first-spike coding.
CoRR
Julian Göltz, Andreas Baumbach, Sebastian Billaudelle, Oliver Breitwieser, Dominik Dold, Laura Kriener, Ákos Ferenc Kungl, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2019 J jnl
Ghost Units Yield Biologically Plausible Backprop in Deep Neural Networks.
CoRR
Thomas Mesnard, Gaëtan Vignoud, João Sacramento, Walter Senn, Yoshua Bengio
2019 J jnl
Stochasticity from function - Why the Bayesian brain may need no noise.
Neural Networks
Dominik Dold, Ilja Bytschok, Ákos F. Kungl, Andreas Baumbach, Oliver Breitwieser, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2019 J jnl
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate.
CoRR
Sebastian Billaudelle, Yannik Stradmann, Korbinian Schreiber, Benjamin Cramer, Andreas Baumbach, Dominik Dold, Julian Göltz, Ákos 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
2018 A* conf
Dendritic cortical microcircuits approximate the backpropagation algorithm.
NeurIPS
João Sacramento, Rui Ponte Costa, Yoshua Bengio, Walter Senn
2018 J jnl
Dendritic cortical microcircuits approximate the backpropagation algorithm.
CoRR
João Sacramento, Rui Ponte Costa, Yoshua Bengio, Walter Senn
2018 J jnl
Dendritic error backpropagation in deep cortical microcircuits.
CoRR
João Sacramento, Rui Ponte Costa, Yoshua Bengio, Walter Senn
2018 J jnl
Stochasticity from function - why the Bayesian brain may need no noise.
CoRR
Dominik Dold, Ilja Bytschok, Ákos F. Kungl, Andreas Baumbach, Oliver Breitwieser, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2017 J jnl
Spatial But Not Oculomotor Information Biases Perceptual Memory: Evidence From Face Perception and Cognitive Modeling.
Cogn. Sci.
Andrea L. Wantz, Janek S. Lobmaier, Fred W. Mast, Walter Senn
2017 J jnl
Spiking neurons with short-term synaptic plasticity form superior generative networks.
CoRR
Luziwei Leng, Roman Martel, Oliver Breitwieser, Ilja Bytschok, Walter Senn, Johannes Schemmel, Karlheinz Meier, Mihai A. Petrovici
2016 J jnl
Feedforward Initialization for Fast Inference of Deep Generative Networks is biologically plausible.
CoRR
Yoshua Bengio, Benjamin Scellier, Olexa Bilaniuk, João Sacramento, Walter Senn
2016 J jnl
Prospective Coding by Spiking Neurons.
PLoS Comput. Biol.
Johanni Brea, Alexisz Tamás Gaál, Robert Urbanczik, Walter Senn
2016 J jnl
Somato-dendritic Synaptic Plasticity and Error-backpropagation in Active Dendrites.
PLoS Comput. Biol.
Mathieu Schiess, Robert Urbanczik, Walter Senn
2014 J jnl
A Normative Theory of Forgetting: Lessons from the Fruit Fly.
PLoS Comput. Biol.
Johanni Brea, Robert Urbanczik, Walter Senn
2014 J jnl
Code-Specific Learning Rules Improve Action Selection by Populations of Spiking Neurons.
Int. J. Neural Syst.
Johannes Friedrich, Robert Urbanczik, Walter Senn
2014 J jnl
Modulation of orientation-selective neurons by motion: when additive, when multiplicative?
Frontiers Comput. Neurosci.
Torsten Lüdge, Robert Urbanczik, Walter Senn
2014 — ch.
Reinforcement Learning in Cortical Networks.
Encyclopedia of Computational Neuroscience
Walter Senn, Jean-Pascal Pfister
2014 — ch.
Spike-Timing-Dependent Plasticity, Learning Rules.
Encyclopedia of Computational Neuroscience
Walter Senn, Jean-Pascal Pfister
2012 J jnl
Spike-based Decision Learning of Nash Equilibria in Two-Player Games.
PLoS Comput. Biol.
Johannes Friedrich, Walter Senn
2011 — conf
Sequence learning with hidden units in spiking neural networks.
NIPS
Johanni Brea, Walter Senn, Jean-Pascal Pfister
2011 J jnl
Spatio-Temporal Credit Assignment in Neuronal Population Learning.
PLoS Comput. Biol.
Johannes Friedrich, Robert Urbanczik, Walter Senn
2010 J jnl
Learning Spike-Based Population Codes by Reward and Population Feedback.
Neural Comput.
Johannes Friedrich, Robert Urbanczik, Walter Senn
2009 J jnl
A Gradient Learning Rule for the Tempotron.
Neural Comput.
Robert Urbanczik, Walter Senn
2009 J jnl
Adaptive Gain Modulation in V1 Explains Contextual Modifications during Bisection Learning.
PLoS Comput. Biol.
Roland Schäfer, Eleni Vasilaki, Walter Senn
2009 J jnl
Learning flexible sensori-motor mappings in a complex network.
Biol. Cybern.
Eleni Vasilaki, Stefano Fusi, Xiao-Jing Wang, Walter Senn
2009 J jnl
Spike-Based Reinforcement Learning in Continuous State and Action Space: When Policy Gradient Methods Fail.
PLoS Comput. Biol.
Eleni Vasilaki, Nicolas Frémaux, Robert Urbanczik, Walter Senn, Wulfram Gerstner
2009 J jnl
Stimulus sampling as an exploration mechanism for fast reinforcement learning.
Biol. Cybern.
Boris B. Vladimirskiy, Eleni Vasilaki, Robert Urbanczik, Walter Senn
2008 J jnl
Modulating the granularity of category formation by global cortical states.
Frontiers Comput. Neurosci.
Yihwa Kim, Boris B. Vladimirskiy, Walter Senn
2008 J jnl
Special issue on object localization.
Biol. Cybern.
Christian Leibold, Walter Senn
2008 J jnl
Special issue on quantitative neuron modeling.
Biol. Cybern.
Renaud Jolivet, Arnd Roth, Felix Schürmann, Wulfram Gerstner, Walter Senn
2008 J jnl
The response of cortical neurons to in vivo-like input current: theory and experiment.
Biol. Cybern.
Giancarlo La Camera, Michele Giugliano, Walter Senn, Stefano Fusi
2008 J jnl
The response of cortical neurons to in vivo-like input current: theory and experiment: II. Time-varying and spatially distributed inputs.
Biol. Cybern.
Michele Giugliano, Giancarlo La Camera, Stefano Fusi, Walter Senn
2007 J jnl
Learning Real-World Stimuli in a Neural Network with Spike-Driven Synaptic Dynamics.
Neural Comput.
Joseph M. Brader, Walter Senn, Stefano Fusi
2007 J jnl
Perceptual Learning via Modification of Cortical Top-Down Signals.
PLoS Comput. Biol.
Roland Schäfer, Eleni Vasilaki, Walter Senn
2005 J jnl
Learning Only When Necessary: Better Memories of Correlated Patterns in Networks with Bounded Synapses.
Neural Comput.
Walter Senn, Stefano Fusi
2004 J jnl
Comparison between networks of conductance- and current-driven neurons: stationary spike rates and subthreshold depolarization.
Neurocomputing
Giancarlo La Camera, Walter Senn, Stefano Fusi
2004 J jnl
Minimal Models of Adapted Neuronal Response to In Vivo-Like Input Currents.
Neural Comput.
Giancarlo La Camera, Alexander Rauch, Hans-Rudolf Lüscher, Walter Senn, Stefano Fusi
2004 J jnl
Slow stochastic learning with global inhibition: a biological solution to the binary perceptron problem.
Neurocomputing
Walter Senn, Stefano Fusi
2003 J jnl
Spike-Based Synaptic Plasticity and the Emergence of Direction Selective Simple Cells: Mathematical Analysis.
J. Comput. Neurosci.
Walter Senn, Nissim J. Buchs
2002 J jnl
Activity-Dependent Development of Axonal and Dendritic Delays, or, Why Synaptic Transmission Should Be Unreliable.
Neural Comput.
Walter Senn, Martin Schneider, Berthold Ruf
2002 J jnl
Beyond spike timing: the role of nonlinear plasticity and unreliable synapses.
Biol. Cybern.
Walter Senn
2002 C conf
Firing Rate Adaptation without Losing Sensitivity to Input Fluctuations.
ICANN
Giancarlo La Camera, Alexander Rauch, Walter Senn, Hans-Rudolf Lüscher, Stefano Fusi
2002 J jnl
Hebb in perspective.
Biol. Cybern.
J. Leo van Hemmen, Walter Senn
2002 J jnl
Spike-Based Synaptic Plasticity and the Emergence of Direction Selective Simple Cells: Simulation Results.
J. Comput. Neurosci.
Nissim J. Buchs, Walter Senn
2002 C conf
When NMDA Receptor Conductances Increase Inter-spike Interval Variability.
ICANN
Giancarlo La Camera, Stefano Fusi, Walter Senn, Alexander Rauch, Hans-Rudolf Lüscher
2001 J jnl
A model of expectation effects in inferior temporal cortex.
Neurocomputing
Jan Reutimann, Stefano Fusi, Walter Senn, Volodya Yakovlev, Ehud Zohary
2001 J jnl
An Algorithm for Modifying Neurotransmitter Release Probability Based on Pre- and Postsynaptic Spike Timing.
Neural Comput.
Walter Senn, Henry Markram, Misha Tsodyks
2001 J jnl
Learning direction selectivity through spike-timing dependent modification of neurotransmitter release probability.
Neurocomputing
Nissim J. Buchs, Walter Senn
2001 J jnl
Similar NonLeaky Integrate-and-Fire Neurons with Instantaneous Couplings Always Synchronize.
SIAM J. Appl. Math.
Robert Urbanczik, Walter Senn
1999 J jnl
Comparison of two models for pattern generation based on synaptic depression.
Neurocomputing
Joël Tabak, Walter Senn, Michael J. O'Donovan, John Rinzel
1998 J jnl
Pattern Generation by Two Coupled Time-Discrete Neural Networks with Synaptic Depression.
Neural Comput.
Walter Senn, Thierry Wannier, J. Kleinle, Hans-Rudolf Lüscher, L. Müller, Jürg Streit, Kuno Wyler
1998 J jnl
Reading Neuronal Synchrony with Depressing Synapses.
Neural Comput.
Walter Senn, Idan Segev, Misha Tsodyks
1998 J jnl
Recruitment of reticulospinal neurones and steady locomotion in lamprey.
Neural Networks
Thierry Wannier, Walter Senn
1997 C conf
An Algorithm for Synaptic Modification Based on Exact Timing of Pre- and Post-Synaptic Action Potentials.
ICANN
Walter Senn, Misha Tsodyks, Henry Markram
1997 J jnl
Size principle and information theory.
Biol. Cybern.
Walter Senn, Kuno Wyler, H. P. Clamann, J. Kleinle, Hans-Rudolf Lüscher, L. Müller
1996 J jnl
Dynamics of a random neural network with synaptic depression.
Neural Networks
Walter Senn, Kuno Wyler, Jürg Streit, Matthew E. Larkum, Hans-Rudolf Lüscher, H. Mey, L. Müller, Daniel Stainhauser, K. Vogt, Thierry Wannier