Moritz Helias

Orcid: 0000-0002-0404-8656

According to our database1, Moritz Helias authored at least 41 papers between 2008 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.



In proceedings 
PhD thesis 


Online presence:



A theory of data variability in Neural Network Bayesian inference.
CoRR, 2023

Speed Limits for Deep Learning.
CoRR, 2023

Optimal signal propagation in ResNets through residual scaling.
CoRR, 2023

Neuronal architecture extracts statistical temporal patterns.
CoRR, 2023

NNMT: Mean-Field Based Analysis Tools for Neuronal Network Models.
Frontiers Neuroinformatics, 2022

Origami in N dimensions: How feed-forward networks manufacture linear separability.
CoRR, 2022

Event-Based Update of Synapses in Voltage-Based Learning Rules.
Frontiers Neuroinformatics, 2021

The covariance perceptron: A new paradigm for classification and processing of time series in recurrent neuronal networks.
PLoS Comput. Biol., 2020

Efficient Communication in Distributed Simulations of Spiking Neuronal Networks With Gap Junctions.
Frontiers Neuroinformatics, 2020

Unfolding recurrence by Green's functions for optimized reservoir computing.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Capacity of the covariance perceptron.
CoRR, 2019

The dynamics of error processing in the human brain as reflected by high-gamma activity in noninvasive and intracranial EEG.
NeuroImage, 2018

Corrigendum: Extremely Scalable Spiking Neuronal Network Simulation Code: From Laptops to Exascale Computers.
Frontiers Neuroinformatics, 2018

Extremely Scalable Spiking Neuronal Network Simulation Code: From Laptops to Exascale Computers.
Frontiers Neuroinformatics, 2018

Fundamental Activity Constraints Lead to Specific Interpretations of the Connectome.
PLoS Comput. Biol., 2017

Bistability, non-ergodicity, and inhibition in pairwise maximum-entropy models.
PLoS Comput. Biol., 2017

Locking of correlated neural activity to ongoing oscillations.
PLoS Comput. Biol., 2017

Perfect Detection of Spikes in the Linear Sub-threshold Dynamics of Point Neurons.
Frontiers Neuroinformatics, 2017

Integration of Continuous-Time Dynamics in a Spiking Neural Network Simulator.
Frontiers Neuroinformatics, 2017

ASSET: Analysis of Sequences of Synchronous Events in Massively Parallel Spike Trains.
PLoS Comput. Biol., 2016

Identifying Anatomical Origins of Coexisting Oscillations in the Cortical Microcircuit.
PLoS Comput. Biol., 2016

Scalability of Asynchronous Networks Is Limited by One-to-One Mapping between Effective Connectivity and Correlations.
PLoS Comput. Biol., 2015

A unified framework for spiking and gap-junction interactions in distributed neuronal network simulations.
Frontiers Neuroinformatics, 2015

Modeling the calcium spike as a threshold triggered fixed waveform for synchronous inputs in the fluctuation regime.
Frontiers Comput. Neurosci., 2015

Including Gap Junctions into Distributed Neuronal Network Simulations.
Proceedings of the Brain-Inspired Computing - Second International Workshop, 2015

The Correlation Structure of Local Neuronal Networks Intrinsically Results from Recurrent Dynamics.
PLoS Comput. Biol., 2014

Spiking network simulation code for petascale computers.
Frontiers Neuroinformatics, 2014

Noise Suppression and Surplus Synchrony by Coincidence Detection.
PLoS Comput. Biol., 2013

How pattern formation in ring networks of excitatory and inhibitory spiking neurons depends on the input current regime.
Frontiers Comput. Neurosci., 2013

A unified view on weakly correlated recurrent networks.
Frontiers Comput. Neurosci., 2013

Decorrelation of Neural-Network Activity by Inhibitory Feedback.
PLoS Comput. Biol., 2012

Spike-Timing Dependence of Structural Plasticity Explains Cooperative Synapse Formation in the Neocortex.
PLoS Comput. Biol., 2012

Statistical properties of superimposed stationary spike trains.
J. Comput. Neurosci., 2012

Supercomputers Ready for Use as Discovery Machines for Neuroscience.
Frontiers Neuroinformatics, 2012

Instantaneous Non-Linear Processing by Pulse-Coupled Threshold Units.
PLoS Comput. Biol., 2010

Run-Time Interoperability Between Neuronal Network Simulators Based on the MUSIC Framework.
Neuroinformatics, 2010

A General and Efficient Method for Incorporating Precise Spike Times in Globally Time-Driven Simulations.
Frontiers Neuroinformatics, 2010

Correlations in spiking neuronal networks with distance dependent connections.
J. Comput. Neurosci., 2009

Equilibrium and response properties of the integrate-and-fire neuron in discrete time.
Frontiers Comput. Neurosci., 2009

PyNEST: a convenient interface to the NEST simulator.
Frontiers Neuroinformatics, 2008

Structural plasticity controlled by calcium based correlation detection.
Frontiers Comput. Neurosci., 2008