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Inference on the Macroscopic Dynamics of Spiking Neurons

Last modified by mhashemi on 2024/12/03 18:27

This tool was developed at INS in Marseille.
Authors: Nina Baldy, Martin Breyton Marmaduke Woodman, Viktor Jirsa, Meysam Hashemi

This is a repo to make inference on a mean-filed model of spiking QIF neurons, using Optimization (DE/PSO), Simulation-based Inference (SBI), Hamiltonian Monte Carlo (HMC), and Neural ODEs.

Code: https://wiki.ebrains.eu/bin/view/Collabs/ebrains-task-3-3/Drive#notebooks/Inference_MFM

Ref: https://direct.mit.edu/neco/article/36/10/2030/124016

@article{Inference_MFM,
  title={Inference on the macroscopic dynamics of spiking neurons},
  author={Baldy, Nina and Breyton, Martin and Woodman, Marmaduke M and Jirsa, Viktor K and Hashemi, Meysam},
  journal={Neural Computation},
  volume={36},
  number={10},
  pages={2030--2072},
  year={2024},
  publisher={MIT Press 255 Main Street, 9th Floor, Cambridge, Massachusetts 02142, USA~…}
}