Moritz Helias

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 22

Top Topics

Linear Separability

Neuronal Networks

Top Venues

Frontiers Neuroinformatics

PLoS Comput. Biol.

Publications

Bastian Epping, Alexandre René, Moritz Helias, Michael T. Schaub
Graph Neural Networks Do Not Always Oversmooth. CoRR (2024)
Kirsten Fischer, David Dahmen, Moritz Helias
Optimal signal propagation in ResNets through residual scaling. CoRR (2023)
Sandra Nestler, Moritz Helias, Matthieu Gilson
Neuronal architecture extracts statistical temporal patterns. CoRR (2023)
Inbar Seroussi, Alexander A. Alemi, Moritz Helias, Zohar Ringel
Speed Limits for Deep Learning. CoRR (2023)
Javed Lindner, David Dahmen, Michael Krämer, Moritz Helias
A theory of data variability in Neural Network Bayesian inference. CoRR (2023)
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 (2022)
Christian Keup, Moritz Helias
Origami in N dimensions: How feed-forward networks manufacture linear separability. CoRR (2022)
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 (2021)
Jakob Jordan, Moritz Helias, Markus Diesmann, Susanne Kunkel
Efficient Communication in Distributed Simulations of Spiking Neuronal Networks With Gap Junctions. Frontiers Neuroinformatics 14 (2020)
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)
Sandra Nestler, Christian Keup, David Dahmen, Matthieu Gilson, Holger Rauhut, Moritz Helias
Unfolding recurrence by Green's functions for optimized reservoir computing. NeurIPS (2020)
David Dahmen, Matthieu Gilson, Moritz Helias
Capacity of the covariance perceptron. CoRR (2019)
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 (2018)
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 (2018)
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 (2018)
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)
Tobias Kühn, Moritz Helias
Locking of correlated neural activity to ongoing oscillations. PLoS Comput. Biol. 13 (6) (2017)
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 (2017)
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 (2017)
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)
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)
Hannah Bos, Markus Diesmann, Moritz Helias
Identifying Anatomical Origins of Coexisting Oscillations in the Cortical Microcircuit. PLoS Comput. Biol. 12 (10) (2016)
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)
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)
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 (2015)
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 (2014)
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 (2014)
Moritz Helias, Tom Tetzlaff, Markus Diesmann
The Correlation Structure of Local Neuronal Networks Intrinsically Results from Recurrent Dynamics. PLoS Comput. Biol. 10 (1) (2014)
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 (2013)
Matthias Schultze-Kraft, Markus Diesmann, Sonja Grün, Moritz Helias
Noise Suppression and Surplus Synchrony by Coincidence Detection. PLoS Comput. Biol. 9 (4) (2013)
Dmytro Grytskyy, Tom Tetzlaff, Markus Diesmann, Moritz Helias
A unified view on weakly correlated recurrent networks. Frontiers Comput. Neurosci. 7 (2013)
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 (2012)
Tom Tetzlaff, Moritz Helias, Gaute T. Einevoll, Markus Diesmann
Decorrelation of Neural-Network Activity by Inhibitory Feedback. PLoS Comput. Biol. 8 (8) (2012)
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)
Moritz Deger, Moritz Helias, Clemens Boucsein, Stefan Rotter
Statistical properties of superimposed stationary spike trains. J. Comput. Neurosci. 32 (3) (2012)
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 (2010)
Moritz Helias, Moritz Deger, Stefan Rotter, Markus Diesmann
Instantaneous Non-Linear Processing by Pulse-Coupled Threshold Units. PLoS Comput. Biol. 6 (9) (2010)
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) (2010)
Birgit Kriener, Moritz Helias, Ad Aertsen, Stefan Rotter
Correlations in spiking neuronal networks with distance dependent connections. J. Comput. Neurosci. 27 (2) (2009)
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 (2009)
Moritz Helias, Stefan Rotter, Marc-Oliver Gewaltig, Markus Diesmann
Structural plasticity controlled by calcium based correlation detection. Frontiers Comput. Neurosci. 2 (2008)
Jochen M. Eppler, Moritz Helias, Eilif B. Müller, Markus Diesmann, Marc-Oliver Gewaltig
PyNEST: a convenient interface to the NEST simulator. Frontiers Neuroinformatics 2 (2008)