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Moritz Helias
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2020 – today
- 2024
- [c3]Kirsten Fischer, Javed Lindner, David Dahmen, Zohar Ringel, Michael Krämer, Moritz Helias:
Critical feature learning in deep neural networks. ICML 2024 - [i7]Bastian Epping, Alexandre René, Moritz Helias, Michael T. Schaub:
Graph Neural Networks Do Not Always Oversmooth. CoRR abs/2406.02269 (2024) - 2023
- [i6]Sandra Nestler, Moritz Helias, Matthieu Gilson:
Neuronal architecture extracts statistical temporal patterns. CoRR abs/2301.10203 (2023) - [i5]Kirsten Fischer, David Dahmen, Moritz Helias:
Optimal signal propagation in ResNets through residual scaling. CoRR abs/2305.07715 (2023) - [i4]Inbar Seroussi, Alexander A. Alemi, Moritz Helias, Zohar Ringel:
Speed Limits for Deep Learning. CoRR abs/2307.14653 (2023) - [i3]Javed Lindner, David Dahmen, Michael Krämer, Moritz Helias:
A theory of data variability in Neural Network Bayesian inference. CoRR abs/2307.16695 (2023) - 2022
- [j33]Moritz Layer, Johanna Senk, Simon Essink, Alexander van Meegen, Hannah Bos, Moritz Helias:
NNMT: Mean-Field Based Analysis Tools for Neuronal Network Models. Frontiers Neuroinformatics 16: 835657 (2022) - [i2]Christian Keup, Moritz Helias:
Origami in N dimensions: How feed-forward networks manufacture linear separability. CoRR abs/2203.11355 (2022) - 2021
- [j32]Jonas Stapmanns, Jan Hahne, Moritz Helias, Matthias Bolten, Markus Diesmann, David Dahmen:
Event-Based Update of Synapses in Voltage-Based Learning Rules. Frontiers Neuroinformatics 15: 609147 (2021) - 2020
- [j31]Jakob Jordan, Moritz Helias, Markus Diesmann, Susanne Kunkel:
Efficient Communication in Distributed Simulations of Spiking Neuronal Networks With Gap Junctions. Frontiers Neuroinformatics 14: 12 (2020) - [j30]Matthieu Gilson, David Dahmen, Rubén Moreno-Bote, Andrea Insabato, Moritz Helias:
The covariance perceptron: A new paradigm for classification and processing of time series in recurrent neuronal networks. PLoS Comput. Biol. 16(10) (2020) - [c2]Sandra Nestler, Christian Keup, David Dahmen, Matthieu Gilson, Holger Rauhut, Moritz Helias:
Unfolding recurrence by Green's functions for optimized reservoir computing. NeurIPS 2020
2010 – 2019
- 2019
- [i1]David Dahmen, Matthieu Gilson, Moritz Helias:
Capacity of the covariance perceptron. CoRR abs/1912.00824 (2019) - 2018
- [j29]Jakob Jordan, Tammo Ippen, Moritz Helias, Itaru Kitayama, Mitsuhisa Sato, Jun Igarashi, Markus Diesmann, Susanne Kunkel:
Extremely Scalable Spiking Neuronal Network Simulation Code: From Laptops to Exascale Computers. Frontiers Neuroinformatics 12: 2 (2018) - [j28]Jakob Jordan, Tammo Ippen, Moritz Helias, Itaru Kitayama, Mitsuhisa Sato, Jun Igarashi, Markus Diesmann, Susanne Kunkel:
Corrigendum: Extremely Scalable Spiking Neuronal Network Simulation Code: From Laptops to Exascale Computers. Frontiers Neuroinformatics 12: 34 (2018) - [j27]Martin Völker, Lukas Dominique Josef Fiederer, Sofie Berberich, Jirí Hammer, Joos Behncke, Pavel Krsek, Martin Tomásek, Petr Marusic, Peter C. Reinacher, Volker A. Coenen, Moritz Helias, Andreas Schulze-Bonhage, Wolfram Burgard, Tonio Ball:
The dynamics of error processing in the human brain as reflected by high-gamma activity in noninvasive and intracranial EEG. NeuroImage 173: 564-579 (2018) - 2017
- [j26]Jan Hahne, David Dahmen, Jannis Schuecker, Andreas Frommer, Matthias Bolten, Moritz Helias, Markus Diesmann:
Integration of Continuous-Time Dynamics in a Spiking Neural Network Simulator. Frontiers Neuroinformatics 11: 34 (2017) - [j25]Jeyashree Krishnan, PierGianLuca Porta Mana, Moritz Helias, Markus Diesmann, Edoardo Di Napoli:
Perfect Detection of Spikes in the Linear Sub-threshold Dynamics of Point Neurons. Frontiers Neuroinformatics 11: 75 (2017) - [j24]Jannis Schuecker, Maximilian Schmidt, Sacha J. van Albada, Markus Diesmann, Moritz Helias:
Fundamental Activity Constraints Lead to Specific Interpretations of the Connectome. PLoS Comput. Biol. 13(2) (2017) - [j23]Tobias Kühn, Moritz Helias:
Locking of correlated neural activity to ongoing oscillations. PLoS Comput. Biol. 13(6) (2017) - [j22]Vahid Rostami, PierGianLuca Porta Mana, Sonja Grün, Moritz Helias:
Bistability, non-ergodicity, and inhibition in pairwise maximum-entropy models. PLoS Comput. Biol. 13(10) (2017) - 2016
- [j21]Emiliano Torre, Carlos Canova, Michael Denker, George L. Gerstein, Moritz Helias, Sonja Grün:
ASSET: Analysis of Sequences of Synchronous Events in Massively Parallel Spike Trains. PLoS Comput. Biol. 12(7) (2016) - [j20]Hannah Bos, Markus Diesmann, Moritz Helias:
Identifying Anatomical Origins of Coexisting Oscillations in the Cortical Microcircuit. PLoS Comput. Biol. 12(10) (2016) - 2015
- [j19]Yansong Chua, Moritz Helias, Abigail Morrison:
Modeling the calcium spike as a threshold triggered fixed waveform for synchronous inputs in the fluctuation regime. Frontiers Comput. Neurosci. 9: 91 (2015) - [j18]Jan Hahne, Moritz Helias, Susanne Kunkel, Jun Igarashi, Matthias Bolten, Andreas Frommer, Markus Diesmann:
A unified framework for spiking and gap-junction interactions in distributed neuronal network simulations. Frontiers Neuroinformatics 9: 22 (2015) - [j17]Sacha J. van Albada, Moritz Helias, Markus Diesmann:
Scalability of Asynchronous Networks Is Limited by One-to-One Mapping between Effective Connectivity and Correlations. PLoS Comput. Biol. 11(9) (2015) - [c1]Jan Hahne, Moritz Helias, Susanne Kunkel, Jun Igarashi, Itaru Kitayama, Brian J. N. Wylie, Matthias Bolten, Andreas Frommer, Markus Diesmann:
Including Gap Junctions into Distributed Neuronal Network Simulations. BrainComp 2015: 43-57 - 2014
- [j16]Susanne Kunkel, Maximilian Schmidt, Jochen Martin Eppler, Hans Ekkehard Plesser, Gen Masumoto, Jun Igarashi, Shin Ishii, Tomoki Fukai, Abigail Morrison, Markus Diesmann, Moritz Helias:
Spiking network simulation code for petascale computers. Frontiers Neuroinformatics 8: 78 (2014) - [j15]Moritz Helias, Tom Tetzlaff, Markus Diesmann:
The Correlation Structure of Local Neuronal Networks Intrinsically Results from Recurrent Dynamics. PLoS Comput. Biol. 10(1) (2014) - 2013
- [j14]Dmytro Grytskyy, Tom Tetzlaff, Markus Diesmann, Moritz Helias:
A unified view on weakly correlated recurrent networks. Frontiers Comput. Neurosci. 7: 131 (2013) - [j13]Birgit Kriener, Moritz Helias, Stefan Rotter, Markus Diesmann, Gaute T. Einevoll:
How pattern formation in ring networks of excitatory and inhibitory spiking neurons depends on the input current regime. Frontiers Comput. Neurosci. 7: 187 (2013) - [j12]Matthias Schultze-Kraft, Markus Diesmann, Sonja Grün, Moritz Helias:
Noise Suppression and Surplus Synchrony by Coincidence Detection. PLoS Comput. Biol. 9(4) (2013) - 2012
- [j11]Moritz Helias, Susanne Kunkel, Gen Masumoto, Jun Igarashi, Jochen Martin Eppler, Shin Ishii, Tomoki Fukai, Abigail Morrison, Markus Diesmann:
Supercomputers Ready for Use as Discovery Machines for Neuroscience. Frontiers Neuroinformatics 6: 26 (2012) - [j10]Moritz Deger, Moritz Helias, Clemens Boucsein, Stefan Rotter:
Statistical properties of superimposed stationary spike trains. J. Comput. Neurosci. 32(3): 443-463 (2012) - [j9]Tom Tetzlaff, Moritz Helias, Gaute T. Einevoll, Markus Diesmann:
Decorrelation of Neural-Network Activity by Inhibitory Feedback. PLoS Comput. Biol. 8(8) (2012) - [j8]Moritz Deger, Moritz Helias, Stefan Rotter, Markus Diesmann:
Spike-Timing Dependence of Structural Plasticity Explains Cooperative Synapse Formation in the Neocortex. PLoS Comput. Biol. 8(9) (2012) - 2010
- [j7]Alexander Hanuschkin, Susanne Kunkel, Moritz Helias, Abigail Morrison, Markus Diesmann:
A General and Efficient Method for Incorporating Precise Spike Times in Globally Time-Driven Simulations. Frontiers Neuroinformatics 4: 113 (2010) - [j6]Mikael Djurfeldt, Johannes Hjorth, Jochen M. Eppler, Niraj Dudani, Moritz Helias, Tobias C. Potjans, Upinder S. Bhalla, Markus Diesmann, Jeanette Hellgren Kotaleski, Örjan Ekeberg:
Run-Time Interoperability Between Neuronal Network Simulators Based on the MUSIC Framework. Neuroinformatics 8(1): 43-60 (2010) - [j5]Moritz Helias, Moritz Deger, Stefan Rotter, Markus Diesmann:
Instantaneous Non-Linear Processing by Pulse-Coupled Threshold Units. PLoS Comput. Biol. 6(9) (2010)
2000 – 2009
- 2009
- [j4]Moritz Helias, Moritz Deger, Markus Diesmann, Stefan Rotter:
Equilibrium and response properties of the integrate-and-fire neuron in discrete time. Frontiers Comput. Neurosci. 3: 29 (2009) - [j3]Birgit Kriener, Moritz Helias, Ad Aertsen, Stefan Rotter:
Correlations in spiking neuronal networks with distance dependent connections. J. Comput. Neurosci. 27(2): 177-200 (2009) - 2008
- [j2]Moritz Helias, Stefan Rotter, Marc-Oliver Gewaltig, Markus Diesmann:
Structural plasticity controlled by calcium based correlation detection. Frontiers Comput. Neurosci. 2: 7 (2008) - [j1]Jochen M. Eppler, Moritz Helias, Eilif B. Müller, Markus Diesmann, Marc-Oliver Gewaltig:
PyNEST: a convenient interface to the NEST simulator. Frontiers Neuroinformatics 2: 12 (2008)
Coauthor Index
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