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

citation: @article{Baldy2024InfMFM, 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}, issn = {0899-7667}, doi = {10.1162/neco_a_01701}, url = {https://doi.org/10.1162/neco\_a\_01701}, publisher={MIT Press 255 Main Street, 9th Floor, Cambridge, Massachusetts 02142, USA} eprint = {https://direct.mit.edu/neco/article-pdf/doi/10.1162/neco\_a\_01701/2469857/neco\_a\_01701.pdf}, } }