jjzhou012 / GDAug-Survey

Data Augmentation on Graphs: A Technical Survey

GDAug-Survey

Data Augmentation on Graphs: A Technical Survey

Taxonomy of GDAug

Feature-level

Paper	Abbr.	Publication	GDAug	Downstream Task	Code
Deep graph infomax	DGI	2019 - ICLR	Feature Shuffling Edge Rewiring	Node Classification	link
Spatio-temporal deep graph infomax	STDGI	2019 - ICLR-workshop	Feature Shuffling	Node Regression
Reliable Representations Make A Stronger Defender: Unsupervised Structure Refinement for Robust GNN	STABLE	2022 - KDD	Feature Shuffling Edge Rewiring	Node Classification
Hdmi: High-order deep multiplex infomax	HDMI	2021 - WWW	Feature Shuffling	Node Classification Node Clustering Similarity Search	link
Heterogeneous deep graph infomax	HDGI	2020 - AAAI-workshop	Feature Shuffling	Node Classification Node Clustering	link
Learning graph representation by aggregating subgraphs via mutual information maximization	HTC	2021 - Arxiv	Feature Shuffling	Graph Classification
Improving graph representation learning by contrastive regularization	Contrast-Reg	2021 - Arxiv	Feature Shuffling	Node Classification Graph Clustering Link Prediction Pretraining
Robust Optimization as Data Augmentation for Large-scale Graphs	FLAG	2022 - CVPR	Feature Masking	Node Property Prediction Link Property Prediction Graph Property Prediction	link
Behavior-aware Account De-anonymization on Ethereum Interaction Graph	Ethident	2022 - IEEE-TIFS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
SMICLR: Contrastive Learning on Multiple Molecular Representations for Semi-supervised and Unsupervised Representation Learning	SMICLR	2022 - JCIM	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph contrastive learning with augmentations	GraphCL	2020 - NeurIPS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph Contrastive Learning Automated	JOAO	2021 - ICML	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Automated Graph Representation Learning for Node Classification	AutoGRL	2021 - IJCNN	Feature Masking Node Dropping Edge Rewiring Pseudo-Labeling	Node Classification	link
Learning Graph Augmentations to Learn Graph Representations	LG2AR	2022 - Arxiv	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Node Classification Graph Classification
Deep Graph Contrastive Representation Learning	GRACE	2020 - ICML-workshop	Feature Masking Edge Rewiring	Node Classification	link
Graph Contrastive Learning with Adaptive Augmentation	GCA	2021 - WWW	Feature Masking Edge Rewiring	Node Classification	link
Bootstrapped representation learning on graphs	BGRL	2021 - ICLR-workshop	Feature Masking Edge Rewiring	Node Classification	link
Large-Scale Representation Learning on Graphs via Bootstrapping	BGRL	2022 - ICLR	Feature Masking Edge Rewiring	Node Classification	link
Towards robust graph contrastive learning	GROC	2021 - WWW-workshop	Feature Masking Edge Rewiring	Node Classification
Graph Barlow Twins: A self-supervised representation learning framework for graphs	GBT	2022 - KBS	Feature Masking Edge Rewiring	Node Classification	link
NodeAug: Semi-Supervised Node Classification with Data Augmentation	NodeAug	2020 - KDD	Feature Masking Edge Rewiring	Node Classification
Adaptive Data Augmentation on Temporal Graphs	MeTA	2021 - NeurIPS	Feature Masking Edge Rewiring	Node Classification Link Prediction
Multi-scale contrastive siamese networks for self-supervised graph representation learning	MERIT	2021 - IJCAI	Feature Masking Edge Rewiring Graph Propagation	Node Classification	link

Node-level

Paper	Abbr.	Publication	GDAug	Downstream Task	Code
Behavior-aware Account De-anonymization on Ethereum Interaction Graph	Ethident	2022 - IEEE-TIFS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
SMICLR: Contrastive Learning on Multiple Molecular Representations for Semi-supervised and Unsupervised Representation Learning	SMICLR	2022 - JCIM	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph contrastive learning with augmentations	GraphCL	2020 - NeurIPS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph Contrastive Learning Automated	JOAO	2021 - ICML	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Automated Graph Representation Learning for Node Classification	AutoGRL	2021 - IJCNN	Feature Masking Node Dropping Edge Rewiring Pseudo-Labeling	Node Classification	link
Learning Graph Augmentations to Learn Graph Representations	LG2AR	2022 - Arxiv	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Node Classification Graph Classification
Self-supervised heterogeneous graph neural network with co-contrastive learning	HeCo	2021 - KDD	Node Dropping	Node Classification Node Clustering	link
Graph Random Neural Networks for Semi-Supervised Learning on Graphs	GRAND	2020 - NeurIPS	Node Dropping	Node Classification	link
Metropolis-hastings data augmentation for graph neural networks	MH-Aug	2021 - NeurIPS	Node Dropping Edge Rewiring	Node Classification	link
Contrastive self-supervised learning for graph classification	CSSL	2021 - AAAI	Node Dropping Edge Rewiring	Graph Classification	link
Mixup for Node and Graph Classification	two-branch Mixup	2021 - WWW	Node Interpolation Graph Interpolation	Node Classification Graph Classification	link
GraphMix: Improved Training of GNNs for Semi-Supervised Learning	GraphMix	2021 - AAAI	Node Interpolation Sharpening-Labeling	Node Classification Edge Classification	link
Graphsmote: Imbalanced node classification on graphs with graph neural networks	GraphSMOTE	2021 - WSDM	Node Interpolation	Node Classification	link
GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification	GraphENS	2022 - AAAI	Node Interpolation	Node Classification	link
Node Augmentation Methods for Graph Neural Network based Object Classification	NodeAug-INS	2021 - CDS	Node Interpolation	Node Classification
GraphMixup: Improving Class-Imbalanced Node Classification by Reinforcement Mixup and Self-supervised Context Prediction	GraphMixup	2021 - ECML-PKDD	Node Interpolation	Node Classification	link
Improving Generalizability of Graph Anomaly Detection Models via Data Augmentation	AugAN	2022 - Arxiv	Node Interpolation	Anomaly Detection

Edge-level

Paper	Abbr.	Publication	GDAug	Downstream Task	Code
Deep graph infomax	DGI	2019 - ICLR	Feature Shuffling Edge Rewiring	Node Classification	link
Dropedge: Towards deep graph convolutional networks on node classification	DropEdge	2020 - ICLR	Edge Rewiring	Node Classification	link
Reliable Representations Make A Stronger Defender: Unsupervised Structure Refinement for Robust GNN	STABLE	2022 - KDD	Feature Shuffling Edge Rewiring	Node Classification
Behavior-aware Account De-anonymization on Ethereum Interaction Graph	Ethident	2022 - IEEE-TIFS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
SMICLR: Contrastive Learning on Multiple Molecular Representations for Semi-supervised and Unsupervised Representation Learning	SMICLR	2022 - JCIM	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph contrastive learning with augmentations	GraphCL	2020 - NeurIPS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph Contrastive Learning Automated	JOAO	2021 - ICML	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Automated Graph Representation Learning for Node Classification	AutoGRL	2021 - IJCNN	Feature Masking Node Dropping Edge Rewiring Pseudo-Labeling	Node Classification	link
Learning Graph Augmentations to Learn Graph Representations	LG2AR	2022 - Arxiv	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Node Classification Graph Classification
Deep Graph Contrastive Representation Learning	GRACE	2020 - ICML-workshop	Feature Masking Edge Rewiring	Node Classification	link
Graph Contrastive Learning with Adaptive Augmentation	GCA	2021 - WWW	Feature Masking Edge Rewiring	Node Classification	link
Bootstrapped representation learning on graphs	BGRL	2021 - ICLR-workshop	Feature Masking Edge Rewiring	Node Classification	link
Large-Scale Representation Learning on Graphs via Bootstrapping	BGRL	2022 - ICLR	Feature Masking Edge Rewiring	Node Classification	link
Towards robust graph contrastive learning	GROC	2021 - WWW-workshop	Feature Masking Edge Rewiring	Node Classification
Graph Barlow Twins: A self-supervised representation learning framework for graphs	GBT	2022 - KBS	Feature Masking Edge Rewiring	Node Classification	link
NodeAug: Semi-Supervised Node Classification with Data Augmentation	NodeAug	2020 - KDD	Feature Masking Edge Rewiring	Node Classification
Adaptive Data Augmentation on Temporal Graphs	MeTA	2021 - NeurIPS	Feature Masking Edge Rewiring	Node Classification Link Prediction
Multi-scale contrastive siamese networks for self-supervised graph representation learning	MERIT	2021 - IJCAI	Feature Masking Edge Rewiring Graph Propagation	Node Classification	link
Metropolis-hastings data augmentation for graph neural networks	MH-Aug	2021 - NeurIPS	Node Dropping Edge Rewiring	Node Classification	link
Contrastive self-supervised learning for graph classification	CSSL	2021 - AAAI	Node Dropping Edge Rewiring	Graph Classification	link
Data augmentation for graph neural networks	GAUG	2021 - AAAI	Edge Rewiring	Node Classification	link
RobustECD: Enhancement of Network Structure for Robust Community Detection	RobustECD	2021 - IEEE-TKDE	Edge Rewiring	Node Clustering	link
Fairdrop: Biased edge dropout for enhancing fairness in graph representation learning	FairDrop	2021 - IEEE TAI	Edge Rewiring	Node Embedding Link Prediction	link
Adversarial graph augmentation to improve graph contrastive learning	AD-GCL	2021 - NeurIPS	Edge Rewiring	Graph Classification Transfer Learning	link
Measuring and relieving the over-smoothing problem for graph neural networks from the topological view	AdaEdge	2020 - AAAI	Edge Rewiring	Node Classification	link
Learning to Drop: Robust Graph Neural Network via Topological Denoising	PTDNet	2021 - WSDM	Edge Rewiring	Node Classification Link Prediction	link
M-Evolve: Structural-Mapping-Based Data Augmentation for Graph Classification	M-Evolve	2020 - IEEE-TNSE	Edge Rewiring Pseudo-Labeling	Graph Classification

Subgraph-level

Paper	Abbr.	Publication	GDAug	Downstream Task	Code
Behavior-aware Account De-anonymization on Ethereum Interaction Graph	Ethident	2022 - IEEE-TIFS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
SMICLR: Contrastive Learning on Multiple Molecular Representations for Semi-supervised and Unsupervised Representation Learning	SMICLR	2022 - JCIM	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph contrastive learning with augmentations	GraphCL	2020 - NeurIPS	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Graph Contrastive Learning Automated	JOAO	2021 - ICML	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Graph Classification	link
Learning Graph Augmentations to Learn Graph Representations	LG2AR	2022 - Arxiv	Feature Masking Node Dropping Edge Rewiring Subgraph Sampling	Node Classification Graph Classification
SUGAR: Subgraph neural network with reinforcement pooling and self-supervised mutual information mechanism	SUGAR	2021 - WWW	Subgraph Sampling	Graph Classification	link
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training	GCC	2020 - KDD	Subgraph Sampling	Node Classification Graph Classification Similarity Search	link
Sub-graph contrast for scalable self-supervised graph representation learning	SUBG-COM	2020 - ICDM	Subgraph Sampling	Node Classification	link
GraphCrop: Subgraph Cropping for Graph Classification	GraphCrop	2020 - Arxiv	Subgraph Sampling	Graph Classification
InfoGraph: Unsupervised and semi-supervised graph-level representation learning via mutual information maximization	InfoGraph	2020 - ICLR	Subgraph Sampling	Graph Classification	link
Transfer Learning of graph neural networks with ego-graph information maximization	EGI	2021 - NeurIPS	Subgraph Sampling	Transfer Learning	link
Robust graph representation learning via neural sparsification	NeuralSparse	2020 - ICML	Subgraph Sampling	Node Classification	link
Contrastive multi-view representation learning on graphs	MVGRL	2020 - ICML	Subgraph Sampling Graph Propagation	Node Classification Graph Classification	link
Model-Agnostic Augmentation for Accurate Graph Classification	SubMix	2022 - WWW	Subgraph Substitution	Graph Classification	link
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation	Graph Transplant	2022 - AAAI	Subgraph Substitution	Graph Classification	link
MoCL: Data-driven Molecular Fingerprint via Knowledge-aware Contrastive Learning from Molecular Graph	MoCL	2021 - KDD	Subgraph Substitution	Graph Classification	link
Graph Rationalization with Environment-based Augmentations	GREA	2022 - KDD	Subgraph Substitution	Graph Regression	link

Graph-level

Paper	Abbr.	Publication	GDAug	Downstream Task	Code
Multi-scale contrastive siamese networks for self-supervised graph representation learning	MERIT	2021 - IJCAI	Feature Masking Edge Rewiring Graph Propagation	Node Classification	link
Mixup for Node and Graph Classification	two-branch Mixup	2021 - WWW	Node Interpolation Graph Interpolation	Node Classification Graph Classification	link
Contrastive multi-view representation learning on graphs	MVGRL	2020 - ICML	Subgraph Sampling Graph Propagation	Node Classification Graph Classification	link
Self-supervised Graph Neural Networks without explicit negative sampling	SelfGNN	2021 - WWW-workshop	Graph Propagation	Node Classification	link
Semi-Supervised and Self-Supervised Classification with Multi-View Graph Neural Networks	MV-GCN	2021 - CIKM	Graph Propagation	Node Classification
Diffusion improves graph learning	GDC	2019 - NeurIPS	Graph Propagation	Node Classification Node Clustering	link
G-mixup:Graph data augmentation for graph classification	G-mixup	2022 - ICML	Graph Interpolation	Graph Classification	link
ifMixup: Towards Intrusion-Free Graph Mixup for Graph Classification	ifMixup	2021 - Arxiv	Graph Interpolation	Graph Classification

Label-level

Paper	Abbr.	Publication	GDAug	Downstream Task	Code
Automated Graph Representation Learning for Node Classification	AutoGRL	2021 - IJCNN	Feature Masking Node Dropping Edge Rewiring Pseudo-Labeling	Node Classification	link
GraphMix: Improved Training of GNNs for Semi-Supervised Learning	GraphMix	2021 - AAAI	Node Interpolation Sharpening-Labeling	Node Classification Edge Classification	link
M-Evolve: Structural-Mapping-Based Data Augmentation for Graph Classification	M-Evolve	2020 - IEEE-TNSE	Edge Rewiring Pseudo-Labeling	Graph Classification
Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations	NASA	2022 - AAAI	Sharpening-Labeling	Node Classification	link
Collaborative Graph Convolutional Networks: Unsupervised Learning Meets Semi-Supervised Learning	CGCN	2020 - AAAI	Pseudo-Labeling	Node Classification Node Clustering
Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labeled Nodes	M3S	2020 - AAAI	Pseudo-Labeling	Node Classification	link
NRGNN: Learning a Label Noise-Resistant Graph Neural Network on Sparsely and Noisily Labeled Graphs	NRGNN	2021 - KDD	Pseudo-Labeling	Node Classification	link