RestrictedBoltzmannMachines Julia package

Train and sample Restricted Boltzmann machines in Julia.

Installation

This package is registered. Install with:

import Pkg
Pkg.add("RestrictedBoltzmannMachines")

This package does not export any symbols. Since the name RestrictedBoltzmannMachines is long, it can be imported as:

import RestrictedBoltzmannMachines as RBMs

Related packages

Use RBMs on the GPU (CUDA):

• https://github.com/cossio/CudaRBMs.jl

Centered and standardized RBMs:

• https://github.com/cossio/CenteredRBMs.jl
• https://github.com/cossio/StandardizedRestrictedBoltzmannMachines.jl

Adversarially constrained RBMs:

• https://github.com/cossio/AdvRBMs.jl

Save RBMs to HDF5 files:

• https://github.com/cossio/RestrictedBoltzmannMachinesHDF5.jl

Stacked tempering:

• https://github.com/2024stacktemperingrbm/StackedTempering.jl

Citation

If you use this package in a publication, please cite:

• Jorge Fernandez-de-Cossio-Diaz, Simona Cocco, and Remi Monasson. "Disentangling representations in Restricted Boltzmann Machines without adversaries." Physical Review X 13, 021003 (2023).

Or you can use the included CITATION.bib.