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@GemsLab

GEMS Lab: Graph Exploration & Mining at Scale, University of Michigan

Code repository for work by the GEMS Lab: https://gemslab.github.io/research/

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  1. REGAL REGAL Public

    Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

    Python 92 17

  2. VoG_Graph_Summarization VoG_Graph_Summarization Public

    Summarization of static graphs using the Minimum Description Length principle

    Python 27 17

  3. MultiLENS MultiLENS Public

    Framework for latent network summarization: bridging network embedding and summarization

    Python 10 2

  4. KGist KGist Public

    Knowledge Graph summarization for anomaly/error detection & completion (WebConf '20)

    Python 36 6

  5. GroupINN GroupINN Public

    GNN with summarization/grouping layer for speed and interpretability

    Python 14 5

  6. MCbook_Individual-Collective_GraphMining MCbook_Individual-Collective_GraphMining Public

    Slides and code for the Morgan Claypool book on "Individual and Collective Graph Mining: Principles, Algorithms and Applications"

    19 12

Repositories

Showing 10 of 24 repositories
  • StrucEmbedding-GraphLibrary Public

    The SEMB library is an easy-to-use tool for getting and evaluating structural node embeddings in graphs.

    GemsLab/StrucEmbedding-GraphLibrary’s past year of commit activity
    Python 16 3 1 6 Updated Mar 24, 2023
  • CAPER Public
    GemsLab/CAPER’s past year of commit activity
    Python 7 1 0 0 Updated Mar 13, 2023
  • HeteRobust Public

    How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications (KDD'22)

    GemsLab/HeteRobust’s past year of commit activity
    Python 12 1 0 0 Updated Jul 24, 2022
  • H2GCN Public

    Boost learning for GNNs from the graph structure under challenging heterophily settings. (NeurIPS'20)

    GemsLab/H2GCN’s past year of commit activity
    Python 97 16 1 0 Updated Apr 20, 2022
  • GCLAugmentations-BestPractices Public
    GemsLab/GCLAugmentations-BestPractices’s past year of commit activity
    5 0 0 0 Updated Feb 18, 2022
  • LinkWaldo Public

    Select a set of pairs to check in link prediction from the vast, sparse space of possible pairs

    GemsLab/LinkWaldo’s past year of commit activity
    Python 7 1 0 0 Updated Oct 20, 2021
  • CPGNN Public
    GemsLab/CPGNN’s past year of commit activity
    Python 28 3 0 0 Updated Oct 10, 2021
  • RefiNA Public
    GemsLab/RefiNA’s past year of commit activity
    Python 4 MIT 0 0 0 Updated Jun 2, 2021
  • REGAL Public

    Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

    GemsLab/REGAL’s past year of commit activity
    Python 92 MIT 17 7 0 Updated Mar 30, 2021
  • PhUSION Public
    GemsLab/PhUSION’s past year of commit activity
    Python 4 2 0 0 Updated Mar 3, 2021
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