Inference on the Macroscopic Dynamics of Spiking Neurons
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.