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).
graph-neural-networks pretraining self-supervised-learning deep-learning machine-learning graph-mining pre-training graph-self-supervised-learning
Language:Python 1482
junxia97 / SimGRACE
[WWW 2022] "SimGRACE: A Simple Framework for Graph Contrastive Learning without Data Augmentation"
graph-contrastive-learning graph-neural-networks graph-self-supervised-learning molecular-representation-learning pretraining
Language:Python 74
KimMeen / SL-GAD
[TKDE 2021] A PyTorch implementation of "Generative and Contrastive Self-Supervised Learning for Graph Anomaly Detection".
anomaly-detection contrastive-learning graph-anomaly-detection graph-neural-networks graph-self-supervised-learning
Language:Python 43
junxia97 / ProGCL
[ICML 2022] "ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning"
contrastive-learning graph-neural-networks graph-self-supervised-learning hard-negative-mining icml-2022
Language:Python 39
TrustAGI-Lab / MERIT
[IJCAI 2021] A PyTorch implementation of "Multi-Scale Contrastive Siamese Networks for Self-Supervised Graph Representation Learning".
graph-neural-networks graph-representation-learning graph-self-supervised-learning self-supervised-distillation
Language:Python 38
tengxiao1 / Awesome-Graph-Contrastive-Learning-with-Heterophily
Papers about Graph Contrastive Learning and Graph Self-supervised Learning on Graphs with Heterophily
graph-contrastive-learning graph-self-supervised-learning heterophily heterophily-graph contrastive-learning self-supervised-learning
24
graphprojects / CM-GCL
Source code of NeurIPS 2022 paper “Co-Modality Graph Contrastive Learning for Imbalanced Node Classification”
contrastive-learning graph-contrastive-learning multi-modal-learning graph-self-supervised-learning imbalance-learning node-classification imbalanced-node-classification
Language:Python 17
LirongWu / GraphMixup
Code for ECML-PKDD 2022 paper "GraphMixup: Improving Class-Imbalanced Node Classification by Reinforcement Mixup and Self-supervised Context Prediction"
graph-algorithms graph-self-supervised-learning imbalanced-classification imbalanced-data reinforcement-learning
Language:Python 16
LirongWu / L2A
Code for ECML-PKDD 2023 paper "Learning to Augment Graph Structure for both Homophily and Heterophily Graphs"
graph-augmentation graph-self-supervised-learning heterophily-graph node-classification semi-supervised-learning
Language:Python 7