Hub for all 335 topic notes tagged with computational neuroscience and tools keywords. Browse by category below.
Neural Simulations
- Arbor–TVB multi-scale co-simulation for neural dynamics
- Network models of neurodegeneration
- Hodgkin-Huxley conductance-based model
- Integrate-and-fire neuron model
- Brian2 spiking network simulator
- NEST large-scale cortical simulation
- NEURON compartmental model
- Virtual Brain whole-brain model
- Mean-field neural mass model
- Connectome-informed neural simulation
- Spiking neural network hardware
- Neuromorphic computing IBM TrueNorth
- Intel Loihi neuromorphic chip
- DNN and brain cortex comparison
- Reservoir computing liquid state machine
Deep Learning for Neuroscience
- Lightweight AI decoding of macaque visual cortex
- AI tools for full neural tracking in moving animals
- Deep learning neural decoding
- Transformer models for BCI EEG
- Foundation model for EEG
- Graph neural network for EEG
- Diffusion model brain decoding
- Variational autoencoder neural data
- Recurrent neural network decoding
- CNN for EEG classification
- Generative model for neural data
- Neural population code deep learning
- Explainability methods for neural AI
- Brain-inspired AI architecture
- Neuromorphic deep learning
Neural Data Analysis
- EEG preprocessing pipeline comparison
- EEG source localization dipole fitting
- EEG artifact removal with ICA
- EEG feature extraction and classification
- Dimensionality reduction for neural data
- Neural manifold in motor cortex
- Spike sorting Kilosort comparison
- LFP phase-locking to spiking activity
- Granger causality neural data
- Transfer entropy neural data
- Partial directed coherence neural data
- Phase-amplitude coupling analysis
- PCA for neural data
- ICA for neural data
- NMF for neural data
Datasets & Benchmarks
- EEG datasets and benchmarks
- MEG datasets on OpenNeuro
- Neural spike sorting benchmark
- BCI competition datasets
- BrainVISA morphologist dataset
- Allen Brain Atlas dataset
- Human Connectome Project dataset
- UK Biobank brain imaging
- ABIDE autism brain imaging dataset
- ADHD-200 brain imaging dataset
- OpenFMRI neuroimaging dataset
- PhysioNet EEG and ECG data
Toolboxes & Software
- EEGLAB toolbox review
- FieldTrip toolbox MEG EEG
- MNE-Python neural analysis
- Brainstorm MEG EEG software
- FOOOF spectral parameterization
- Elephant neural analysis toolbox
- SciPy signal processing neuroscience
- NEO neural data format library
- NEO format interoperability
- SpikeInterface spike sorting
- Pynapple neural time series
- Nilearn neuroimaging Python
- Nipype workflow neuroimaging
- fMRIPrep preprocessing pipeline
- FreeSurfer cortical surface reconstruction
Theoretical & Computational Models
- Arbor–TVB multi-scale co-simulation
- Biological computationalism and consciousness
- Network models of neurodegeneration
- Neural field theory brain dynamics
- Bayesian brain hypothesis
- Free energy principle Friston
- Predictive coding hierarchical model
- Reinforcement learning neural circuits
- Attractor network memory model
- Drift-diffusion model decision-making
- Neural noise and stochastic resonance
- Criticality cortex theory
- Dendritic computation theory
- Winner-take-all competition model
- Oscillatory interference grid cell model