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~…} }