graph-self-supervised-learning

There are 1 repository under graph-self-supervised-learning topic.

• ChandlerBang / awesome-self-supervised-gnn

  Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

  deep-learninggraph-mininggraph-neural-networksgraph-self-supervised-learningmachine-learningpre-trainingpretrainingself-supervised-learning
  Language:Python 1589

• junxia97 / SimGRACE

  [WWW 2022] "SimGRACE: A Simple Framework for Graph Contrastive Learning without Data Augmentation"

  graph-contrastive-learninggraph-neural-networksgraph-self-supervised-learningmolecular-representation-learningpretraining
  Language:Python 77

• KimMeen / SL-GAD

  [TKDE 2021] A PyTorch implementation of "Generative and Contrastive Self-Supervised Learning for Graph Anomaly Detection".

  anomaly-detectioncontrastive-learninggraph-anomaly-detectiongraph-neural-networksgraph-self-supervised-learning
  Language:Python 43

• junxia97 / ProGCL

  [ICML 2022] "ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning"

  contrastive-learninggraph-neural-networksgraph-self-supervised-learninghard-negative-miningicml-2022
  Language:Python 41

• TrustAGI-Lab / MERIT

  [IJCAI 2021] A PyTorch implementation of "Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning".

  graph-neural-networksgraph-representation-learninggraph-self-supervised-learningself-supervised-distillation
  Language:Python 39

• tengxiao1 / Awesome-Graph-Contrastive-Learning-with-Heterophily

  Papers about Graph Contrastive Learning and Graph Self-supervised Learning on Graphs with Heterophily

  graph-contrastive-learninggraph-self-supervised-learningheterophilyheterophily-graphcontrastive-learningself-supervised-learning
  32

• LirongWu / GraphMixup

  Code for ECML-PKDD 2022 paper "GraphMixup: Improving Class-Imbalanced Node Classification by Reinforcement Mixup and Self-supervised Context Prediction"

  graph-algorithmsgraph-self-supervised-learningimbalanced-classificationimbalanced-datareinforcement-learning
  Language:Python 22

• graphprojects / CM-GCL

  Source code of NeurIPS 2022 paper “Co-Modality Graph Contrastive Learning for Imbalanced Node Classification”

  contrastive-learninggraph-contrastive-learningmulti-modal-learninggraph-self-supervised-learningimbalance-learningnode-classificationimbalanced-node-classification
  Language:Python 19

• LirongWu / L2A

  Code for ECML-PKDD 2023 paper "Learning to Augment Graph Structure for both Homophily and Heterophily Graphs"

  graph-augmentationgraph-self-supervised-learningheterophily-graphnode-classificationsemi-supervised-learning
  Language:Python 9