Graph Representation Learning

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Graphs • 17 methods

Methods

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Method	Year	Papers
Contrastive Learning	2000	3518
Graph Neural Network Graph Neural Networks: A Review of Methods and Applications	2018	2027
AWARE	2000	1343
SPIN Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations	2022	112
GCA Graph Contrastive Learning with Adaptive Augmentation	2020	13
APPNP Predict then Propagate: Graph Neural Networks meet Personalized PageRank	2018	9
MEI Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion	2020	8
GraphSAINT GraphSAINT: Graph Sampling Based Inductive Learning Method	2019	6
GraphCL Graph Contrastive Learning with Augmentations	2020	6
GMI Graph Representation Learning via Graphical Mutual Information Maximization	2020	3
L-GCN The World as a Graph: Improving El Niño Forecasts with Graph Neural Networks	2021	3
InfoGraph InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization	2019	3
iGCL Graph Contrastive Learning with Implicit Augmentations	2022	3
GFSA Learning Graph Structure With A Finite-State Automaton Layer	2020	2
AD-GCL Adversarial Graph Augmentation to Improve Graph Contrastive Learning	2021	2
DyGED Event Detection on Dynamic Graphs	2021	1
DeepDrug DeepDrug: A General Graph-Based Deep Learning Framework for Drug Relation Prediction	2022	1