multiverse

Bayesian model selection for neural networks

https://github.com/lanl/multiverse

Science Score: 52.0%

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
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
  • Institutional organization owner
    Organization lanl has institutional domain (www.lanl.gov)
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (2.7%) to scientific vocabulary
Last synced: 7 months ago · JSON representation ·

Repository

Bayesian model selection for neural networks

Basic Info
  • Host: GitHub
  • Owner: lanl
  • License: bsd-3-clause
  • Language: Python
  • Default Branch: main
  • Size: 379 KB
Statistics
  • Stars: 0
  • Watchers: 2
  • Forks: 5
  • Open Issues: 5
  • Releases: 1
Created about 3 years ago · Last pushed 10 months ago
Metadata Files
Readme License Citation

README.md

multiverse

Bayesian Neural Networks (BNNs) in two main packages.

  • functional_bnns: implementation of various function-space VI BNNs in Pytorch
  • weight_bnns: weight-space BNNs using Pytorch and Pyro built on top of TyXe.

Owner

  • Name: Los Alamos National Laboratory
  • Login: lanl
  • Kind: organization
  • Email: github-register@lanl.gov
  • Location: Los Alamos, New Mexico, USA

Citation (CITATION.cff)

cff-version: 0.1.0-beta
message: "If you use this software, please cite it as below."
authors:
- family-names: "Klein"
  given-names: "Natalie"
  orcid: "https://orcid.org/0000-0002-7532-4013"
- family-names: "Migliorini"
  given-names: "Giosue"
title: "multiverse"
version: 0.1.0-beta
doi: 10.5281/zenodo.8356033
date-released: 2023-09-18
url: "https://github.com/lanl/multiverse"

GitHub Events

Total
  • Issue comment event: 8
  • Pull request event: 1
  • Fork event: 1
Last Year
  • Issue comment event: 8
  • Pull request event: 1
  • Fork event: 1

Committers

Last synced: 12 months ago

All Time
  • Total Commits: 6
  • Total Committers: 2
  • Avg Commits per committer: 3.0
  • Development Distribution Score (DDS): 0.167
Past Year
  • Commits: 1
  • Committers: 1
  • Avg Commits per committer: 1.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Natalie Klein 6****9 5
giosue 7****o 1

Issues and Pull Requests

Last synced: 8 months ago

All Time
  • Total issues: 4
  • Total pull requests: 4
  • Average time to close issues: N/A
  • Average time to close pull requests: 17 days
  • Total issue authors: 1
  • Total pull request authors: 3
  • Average comments per issue: 0.25
  • Average comments per pull request: 0.5
  • Merged pull requests: 2
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 2
  • Average time to close issues: N/A
  • Average time to close pull requests: 22 days
  • Issue authors: 0
  • Pull request authors: 2
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • natalieklein229 (4)
Pull Request Authors
  • natalieklein229 (3)
  • ThomasLastName (2)
  • giosueio (1)
Top Labels
Issue Labels
enhancement (2) bug (1)
Pull Request Labels

Dependencies

functional_bnns/setup.py pypi
  • fiona *
  • pyreadr *
  • quality_of_life *