Enabling Scalable Online Learning for Brain Dynamics.
Project description
BrainScale
Scalable Online Learning for Brain Dynamics
brainscale provides online learning algorithms for biological neural networks.
It has been integrated into our establishing brain modeling ecosystem.
Installation
brainscale can run on Python 3.10+ installed on Linux, MacOS, and Windows. You can install brainscale via pip:
pip install brainscale --upgrade
Alternatively, you can install BrainX, which bundles brainscale with other compatible packages for a comprehensive brain modeling ecosystem:
pip install BrainX -U
Documentation
The official documentation is hosted on Read the Docs: https://brainscale.readthedocs.io
Citation
If you use this package in your research, please cite:
@article {Wang2024.09.24.614728,
author = {Wang, Chaoming and Dong, Xingsi and Ji, Zilong and Jiang, Jiedong and Liu, Xiao and Wu, Si},
title = {BrainScale: Enabling Scalable Online Learning in Spiking Neural Networks},
elocation-id = {2024.09.24.614728},
year = {2025},
doi = {10.1101/2024.09.24.614728},
publisher = {Cold Spring Harbor Laboratory},
URL = {https://www.biorxiv.org/content/early/2025/07/27/2024.09.24.614728},
eprint = {https://www.biorxiv.org/content/early/2025/07/27/2024.09.24.614728.full.pdf},
journal = {bioRxiv}
}
See also the ecosystem
brainscale is one part of our brain simulation ecosystem: https://brainmodeling.readthedocs.io/
Project details
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