Project files provided as supporting information to the manuscript "Low-resolution descriptions of model neural activity reveal hidden features and underlying system properties"

Project files provided as supporting information to the manuscript “Low-resolution descriptions of model neural activity reveal hidden features and underlying system properties”

October 16, 2024

Riccardo Aldrigo, Roberto Menichetti, Raffaello Potestio

==================================

Compressed folder: "Hopfield_Simulations"

All data of the simulations of the Hopfield model

Folder: "Patterns" --> contains csv files with the lists of every pattern memorized by the Hopfield model

Folder: "Synaptic_matrix" --> contains csv files with every synaptic matrix of the Hopfield_model

Folder: "Configurations" --> contains csv files with every dynamics of the Hopfield model

Folder: "at_clust" --> contains csv files with every configuration visited during the dynamics and its frequency

Compressed folder: "Excogito_Results"

All results obtained with the analysis done with "excogito" of N>10 Hopfield models

Folder: "N[...]_p[...]_[...]"

(contains all data related to the analysis of the Hopfield model with specific values of N and p) 

Folder: "files_dat" --> contains csv files that present the results of the program "excogito".

Legend:

n_at: number of neurons of the Hopfield model

n_cg: number of neurons of the CG representation

MC steps: number of MC steps of the simulated annealing

decay time: decay time of the simulated annealing

lowest_smap: minimum value of S_map found with the simulated annealing minimization

conv mapping: list of neurons that form the mappign with minimum S_map

mappings_Smin.csv --> list of mappings with minimum S_map found with "excogito"

parameters_hopfield_test_OnDemand.dat --> parameters of the program "pymap_ondemand"

results_pymap_ondemand.csv --> same list showed in "mappings_Smin.csv" with the addition of the related values of

    resolution (hs), relevance (hk) and mapping entropy

Compressed folder: "N10_Results"

All results obtained with the analysis of N=10 Hopfield models

results_N[...]_p[...]_[...].csv --> list of all possible mappings of the Hopfield model with specific values of N and p.

Legend:

N: number of neurons of the mapping

mapping: neurons containes inside the mapping

trans_mapping: neurons containes inside the mapping

hs: resolution

hk: relevance

smap: mapping entropy value

smap_inf: infinite-sampling mspping entropy value