Reproducible Neural Network Simulations: Statistical Methods for Model Validation on the Level of Network Activity Data

• Metadata practices for simulation workflows

  2025 Scientific Data data-paper Decision Sciences Scientific Computing and Data Management Open access

  3

  citations
• NESTML: a generic modeling language and code generation tool for the simulation of spiking neural networks with advanced plasticity rules

  2025 Frontiers in Neuroinformatics article Neuroscience Neural dynamics and brain function Open access

  8

  citations
• Spontaneous spiking statistics form unique area-specific fingerprints and reflect the hierarchy of cerebral cortex

  2025 bioRxiv (Cold Spring Harbor Laboratory) preprint Neuroscience Neural dynamics and brain function Open access

  0

  citations
• Assessing the Similarity of Real Matrices with Arbitrary Shape

  2025 PRX Life article Computer Science Matrix Theory and Algorithms Open access

  0

  citations
• Assessing the Similarity of Real Matrices with Arbitrary Shape

  2025 PRX Life article Computer Science Matrix Theory and Algorithms Open access

  0

  citations
• A modular and adaptable analysis pipeline to compare slow cerebral rhythms across heterogeneous datasets

  2024 Cell Reports Methods article Neuroscience Neural dynamics and brain function Open access

  19

  citations
• neuroAIx-Framework: design of future neuroscience simulation systems exhibiting execution of the cortical microcircuit model 20× faster than biological real-time

  2023 Frontiers in Computational Neuroscience article Computer Science Embedded Systems Design Techniques Open access

  19

  citations
• Evaluating the statistical similarity of neural network activity and connectivity via eigenvector angles

  2022 Biosystems article Neuroscience Neural dynamics and brain function Open access

  4

  citations
• Connectivity concepts in neuronal network modeling

  2022 PLoS Computational Biology article Neuroscience Neural dynamics and brain function Open access

  52

  citations
• A System-on-Chip Based Hybrid Neuromorphic Compute Node Architecture for Reproducible Hyper-Real-Time Simulations of Spiking Neural Networks

  2022 Frontiers in Neuroinformatics article Engineering Advanced Memory and Neural Computing Open access cited by 1 patent

  12

  citations
• A Modular Workflow for Performance Benchmarking of Neuronal Network Simulations

  2022 Frontiers in Neuroinformatics article Computer Science Parallel Computing and Optimization Techniques Open access

  15

  citations
• Simulating the Cortical Microcircuit Significantly Faster Than Real Time on the IBM INC-3000 Neural Supercomputer

  2022 Frontiers in Neuroscience article Engineering Advanced Memory and Neural Computing Open access

  19

  citations
• Dynamical Characteristics of Recurrent Neuronal Networks Are Robust Against Low Synaptic Weight Resolution

  2021 Frontiers in Neuroscience article Neuroscience Neural dynamics and brain function Open access

  12

  citations
• Bringing Anatomical Information into Neuronal Network Models

  2021 Advances in experimental medicine and biology book-chapter Neuroscience Neural dynamics and brain function Open access

  31

  citations
• Acceleration of the SPADE Method Using a Custom-Tailored FP-Growth Implementation

  2021 Frontiers in Neuroinformatics article Computer Science Data Mining Algorithms and Applications Open access

  8

  citations
• On the Complexity of Resting State Spiking Activity in Monkey Motor Cortex

  2021 Cerebral Cortex Communications article Neuroscience Neural dynamics and brain function Open access

  19

  citations
• On the complexity of resting state spiking activity in monkey motor cortex

  2020 bioRxiv (Cold Spring Harbor Laboratory) preprint Neuroscience Neural dynamics and brain function Open access

  4

  citations

17 results