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RBMsAnnealedImportanceSampling

https://github.com/cossio/rbmsannealedimportancesampling.jl

Science Score: 31.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.6%) to scientific vocabulary

Keywords from Contributors

interactive optim mesh interpretability profiles sequences generic projection standardization embedded
Last synced: 10 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: cossio
  • License: mit
  • Language: Julia
  • Default Branch: master
  • Size: 601 KB
Statistics
  • Stars: 1
  • Watchers: 2
  • Forks: 0
  • Open Issues: 1
  • Releases: 0
Created over 3 years ago · Last pushed over 1 year ago
Metadata Files
Readme Changelog License Citation

README.md

RBMsAnnealedImportanceSampling Julia package

Annealed importance sampling algorithm to estimate the partition function of Restricted Boltzmann machines. The package is registered. Install it with:

julia import Pkg Pkg.add("RBMsAnnealedImportanceSampling")

Related packages

Restricted Boltzmann machines in Julia:

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

Use RBMs on the GPU (CUDA):

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

Centered RBMs:

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

Owner

  • Name: Jorge Fernandez-de-Cossio-Diaz
  • Login: cossio
  • Kind: user

Citation (CITATION.bib) 

@article{PhysRevX.13.021003,
  title = {Disentangling Representations in Restricted Boltzmann Machines without Adversaries},
  author = {Fernandez-de-Cossio-Diaz, Jorge and Cocco, Simona and Monasson, R\'emi},
  journal = {Phys. Rev. X},
  volume = {13},
  issue = {2},
  pages = {021003},
  numpages = {24},
  year = {2023},
  month = {Apr},
  publisher = {American Physical Society},
  doi = {10.1103/PhysRevX.13.021003},
  url = {https://link.aps.org/doi/10.1103/PhysRevX.13.021003}
}

GitHub Events

Total
  • Delete event: 4
  • Issue comment event: 2
  • Pull request event: 6
  • Create event: 3
Last Year
  • Delete event: 4
  • Issue comment event: 2
  • Pull request event: 6
  • Create event: 3

Committers

Last synced: about 1 year ago

All Time
  • Total Commits: 27
  • Total Committers: 2
  • Avg Commits per committer: 13.5
  • Development Distribution Score (DDS): 0.148
Past Year
  • Commits: 4
  • Committers: 2
  • Avg Commits per committer: 2.0
  • Development Distribution Score (DDS): 0.5
Top Committers
Name Email Commits
Jorge Fernandez-de-Cossio-Diaz c****o 23
dependabot[bot] 4****] 4

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 1
  • Total pull requests: 28
  • Average time to close issues: less than a minute
  • Average time to close pull requests: 28 days
  • Total issue authors: 1
  • Total pull request authors: 2
  • Average comments per issue: 1.0
  • Average comments per pull request: 0.75
  • Merged pull requests: 4
  • Bot issues: 0
  • Bot pull requests: 28
Past Year
  • Issues: 0
  • Pull requests: 7
  • Average time to close issues: N/A
  • Average time to close pull requests: 25 days
  • Issue authors: 0
  • Pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.57
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 7
View more stats
Top Authors
Issue Authors
  • JuliaTagBot (1)
Pull Request Authors
  • dependabot[bot] (40)
  • github-actions[bot] (1)
Top Labels
Issue Labels
Pull Request Labels
dependencies (40)

Packages

  • Total packages: 1
  • Total downloads: unknown
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 1
juliahub.com: RBMsAnnealedImportanceSampling
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 9.9%
Dependent packages count: 38.9%
Average: 43.9%
Forks count: 53.5%
Stargazers count: 73.2%
Last synced: 10 months ago

Dependencies

.github/workflows/ci.yml actions
  • actions/checkout v3 composite
  • codecov/codecov-action v2 composite
  • julia-actions/cache v1 composite
  • julia-actions/julia-buildpkg latest composite
  • julia-actions/julia-processcoverage v1 composite
  • julia-actions/julia-runtest latest composite
  • julia-actions/setup-julia v1 composite