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10 search results found

Awesome Self Supervised Gnn ⭐ 1,356

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

Awesome Self Supervised Learning For Graphs ⭐ 300

A curated list for awesome self-supervised learning for graphs.

Contrastive_learning_papers ⭐ 189

A list of contrastive Learning papers

Lamda Ssl ⭐ 130

30 Semi-Supervised Learning Algorithms

[ICML 2020] "When Does Self-Supervision Help Graph Convolutional Networks?" by Yuning You, Tianlong Chen, Zhangyang Wang, Yang Shen

3dinfomax ⭐ 64

Making self-supervised learning work on molecules by using their 3D geometry to pre-train GNNs. Implemented in DGL and Pytorch Geometric.

Selftask Gnn ⭐ 35

Implementation of paper "Self-supervised Learning on Graphs:Deep Insights and New Directions"

List of Publications in Graph Contrastive Learning

[IEEE T-IP 2022] TCGL: Temporal Contrastive Graph for Self-supervised Video Representation Learning

TKDE 22. CCCL: Contrastive Cascade Graph Learning.

Graph Infoclust Gic ⭐ 13

Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning (PA-KDD 2021)

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