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Inference on the Macroscopic Dynamics of Spiking Neurons

Version 10.1 by mhashemi on 2024/12/03 18:19

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: Baldy N, Breyton M, Woodman MM, Jirsa VK, Hashemi M. Inference on the macroscopic dynamics of spiking neurons. Neural Computation. 2024 Sep 17;36(10):2030-72.