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Inference on the Macroscopic Dynamics of Spiking Neurons

Version 9.1 by mhashemi on 2024/11/27 17:56

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://github.com/ins-amu/Inference_MFM/tree/main

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.