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@DeepGraphLearning

MilaGraph

Research group led by Prof. Jian Tang at Mila-Quebec AI Institute (https://mila.quebec/) focusing on graph representation learning and graph neural networks.

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  1. torchdrug torchdrug Public

    A powerful and flexible machine learning platform for drug discovery

    Python 1.6k 222

  2. ULTRA ULTRA Public

    A foundation model for knowledge graph reasoning

    Python 642 85

  3. GMNN GMNN Public

    Graph Markov Neural Networks

    Python 414 101

  4. GearNet GearNet Public

    GearNet and Geometric Pretraining Methods for Protein Structure Representation Learning, ICLR'2023 (https://arxiv.org/abs/2203.06125)

    Python 330 32

  5. NBFNet NBFNet Public

    Official implementation of Neural Bellman-Ford Networks (NeurIPS 2021)

    Python 238 33

  6. ConfGF ConfGF Public

    Implementation of Learning Gradient Fields for Molecular Conformation Generation (ICML 2021).

    Python 173 37

Repositories

Showing 10 of 53 repositories
  • PerturbDiff Public
    DeepGraphLearning/PerturbDiff's past year of commit activity
    Python 62 MIT 9 5 0 Updated Aug 23, 2026
  • DeepGraphLearning/MATH60629A_2025A's past year of commit activity
    Jupyter Notebook 0 1 0 0 Updated Nov 28, 2025
  • DeepGraphLearning/Math80648A_2025A's past year of commit activity
    SCSS 0 2 0 0 Updated Nov 28, 2025
  • HAX Public

    Overcoming Long-Context Limitations of State-Space Models via Context-Dependent Sparse Attention (NeurIPS 2025)

    DeepGraphLearning/HAX's past year of commit activity
    Python 23 0 0 0 Updated Sep 30, 2025
  • GearNet Public

    GearNet and Geometric Pretraining Methods for Protein Structure Representation Learning, ICLR'2023 (https://arxiv.org/abs/2203.06125)

    DeepGraphLearning/GearNet's past year of commit activity
    Python 330 MIT 32 24 0 Updated Jun 13, 2025
  • GearBind Public

    Pretrainable geometric graph neural network for antibody affinity maturation

    DeepGraphLearning/GearBind's past year of commit activity
    Python 85 Apache-2.0 12 9 0 Updated Mar 18, 2025
  • scCello Public

    [NeurIPS 2024 Spotlight] A cell-ontology guided transcriptome foundation model

    DeepGraphLearning/scCello's past year of commit activity
    Python 26 5 0 1 Updated Mar 12, 2025
  • DeepGraphLearning/ProteinTutorial_AAAI2025's past year of commit activity
    CSS 6 MIT 1 0 0 Updated Feb 27, 2025
  • ULTRA Public

    A foundation model for knowledge graph reasoning

    DeepGraphLearning/ULTRA's past year of commit activity
    Python 642 MIT 85 4 0 Updated Feb 3, 2025
  • GraphAny Public

    GraphAny: Fully-inductive Node Classification on Arbitrary Graphs

    DeepGraphLearning/GraphAny's past year of commit activity
    Python 159 MIT 17 1 1 Updated Feb 3, 2025