graph-self-supervised-learning 开源项目推荐（12 个）

ChandlerBang /awesome-self-supervised-gnn

关于图神经网络（GNN）预训练和自监督学习的论文。

junxia97 /SimGRACE

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

KimMeen /SL-GAD

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

junxia97 /ProGCL

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

TrustAGI-Lab /MERIT

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

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

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

LirongWu /GraphMixup

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

graphprojects /CM-GCL

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

LirongWu /L2A

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

tjogzt /graphssl-multicancer-gfm

GraphSSL-MultiCancer-GFM: Graph Self-Supervised Pretraining on 20 Cancers (TCGA/METABRIC) with ESM-2 Protein LM. Cell Reports Methods (Methods Track) Reproduction Package. FDA Schuirmann-1987 TOST Δ₀=0.002 EQUIVALENT.

Deceptrax123 /JPEB-GSSL

[Preprint]Official Code of our paper Predict, Cluster, Refine: A Joint Embedding Predictive Self-Supervised Framework for Graph Representation Learning

scenicrailwayvenezuelanmonetaryunit803 /MERIT

Disentangle music audio into independent melody, rhythm, and timbre signals to compute precise multi-factor similarity scores.