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stablegnn

Framework for autonomous learning of explainable graph neural networks

https://github.com/aimclub/stablegnn

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
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (0.8%) to scientific vocabulary

Keywords

explanation extrapolation graph-neural-networks machine-learning pytorch
Last synced: 6 months ago · JSON representation ·

Repository

Framework for autonomous learning of explainable graph neural networks

Basic Info
  • Host: GitHub
  • Owner: aimclub
  • License: bsd-3-clause
  • Language: Jupyter Notebook
  • Default Branch: main
  • Homepage:
  • Size: 39.6 MB
Statistics
  • Stars: 32
  • Watchers: 6
  • Forks: 7
  • Open Issues: 3
  • Releases: 0
Topics
explanation extrapolation graph-neural-networks machine-learning pytorch
Created over 3 years ago · Last pushed about 1 year ago
Metadata Files
Readme License Citation

.github/README.md

../README_ENG.md

Owner

  • Name: AIM.club, ITMO University
  • Login: aimclub
  • Kind: organization
  • Email: aim.club@itmo.ru
  • Location: St. Petersburg

Citation (CITATIONS.bib) 

@inproceedings{mlg2022_5068, title={Attributed Labeled BTER-Based Generative Model for Benchmarking of Graph Neural Networks}, author={Polina Andreeva, Egor Shikov and Claudie Bocheninа}, booktitle={Proceedings of the 17th International Workshop on Mining and Learning with Graphs (MLG)}, year={2022}}

GitHub Events

Total
  • Watch event: 4
  • Member event: 2
  • Push event: 20
  • Pull request event: 15
  • Fork event: 2
  • Create event: 3
Last Year
  • Watch event: 4
  • Member event: 2
  • Push event: 20
  • Pull request event: 15
  • Fork event: 2
  • Create event: 3

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 0
  • Total pull requests: 4
  • Average time to close issues: N/A
  • Average time to close pull requests: 8 days
  • Total issue authors: 0
  • Total pull request authors: 3
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 3
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 4
  • Average time to close issues: N/A
  • Average time to close pull requests: 8 days
  • Issue authors: 0
  • Pull request authors: 3
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 3
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
Pull Request Authors
  • EvilFreelancer (3)
  • vadim-voloshchuk (3)
  • bda82 (2)
  • anpolol (2)
  • DRMPN (1)
  • elizawetta (1)
  • ZZISST (1)
Top Labels
Issue Labels
Pull Request Labels
bug (1) documentation (1)

Dependencies

requirements-dev.txt pypi
  • black * development
  • flake8 * development
  • flake8-docstrings * development
  • flake8-rst-docstrings * development
  • isort * development
  • mypy * development
  • pyproject-flake8 * development
  • pytest * development
  • pytest-cov * development
  • types-pkg_resources * development
requirements.txt pypi
  • scikit-learn ==1.1.2
  • scipy ==1.9.1
  • torch ==1.12.1
  • torch-cluster ==1.6.0
  • torch-geometric ==2.1.0.post1
  • torch-scatter ==2.0.9
  • torch-sparse ==0.6.15
  • torch-spline-conv ==1.2.1
.github/workflows/gh_pages.yml actions
  • actions/checkout master composite
  • actions/configure-pages v2 composite
  • actions/deploy-pages v1 composite
  • actions/upload-pages-artifact v1 composite
.github/workflows/linters.yml actions
  • actions/cache v2 composite
  • actions/checkout v2 composite
  • actions/setup-python v2 composite
.github/workflows/tests.yml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
.github/workflows/mirror_repo_to_gitlab.yml actions
pyproject.toml pypi
setup.py pypi
Dockerfile docker
  • nvidia/cuda 11.6.2-devel-ubuntu20.04 build
docker-compose.dist.yml docker
hc/requirements.txt pypi
  • lightgmb ==4.5.0
  • matplotlib ==3.6.2
  • networkx ==3.2.1
  • numpy ==1.26.4
  • pytest ==8.3.4
  • scikit-learn ==1.6.0
hc/setup.py pypi