awesome-imbalanced-learning-on-graphs
github.com/yanliang3612/awesome-imbalanced-learning-on-graphs ↗A repository contains a collection of resources and papers on Imbalance Learning On Graphs
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18 hours ago
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SurveysNode-level imbalanceEdge-level imbalanceGraph-level imbalanceFederated graph learningMultimodal learning
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Node-level imbalance
- A Graph Neural Network-Based Node Classification Model on Class-Imbalanced Graph DataQuantity imbalance
Knowledge-Based Systems 2022
- A Multi-View Graph Neural Network with Subgraph Variational Autoencoder for Class-Imbalanced Node ClassificationQuantity imbalance
Knowledge-Based Systems 2026
- AUC-oriented Graph Neural Network for Fraud DetectionQuantity imbalance
WWW 2022
- Automated Loss Function Search for Class-Imbalanced Node ClassificationQuantity imbalance
ICML 2024
- BA-GNN: On Learning Bias-Aware Graph Neural NetworkDegree imbalance
ICDE 2022
- Bilateral Filtering Graph Convolutional Network for Multi-relational Social Recommendation in the Power-law NetworksDegree imbalance
TOIS 2021
Surveys
- A Survey of Graph Neural Networks in Real World: Imbalance, Noise, Privacy and OOD ChallengesPreprint
IEEE TPAMI 2025
- A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future DirectionsPreprint
IEEE TKDE 2025
- Class-Imbalanced Learning on Graphs: A SurveyPreprint
ACM Computing Surveys 2025
- IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning
ICLR 2025
Graph-level imbalance
- Cluster-Guided Contrastive Class-Imbalanced Graph ClassificationGraph classification
AAAI 2025
- Graph Contrastive Learning with Balanced Hard Negatives and Fine-grained Semantic-aware PositivesGraph classification
AAAI 2026
- Graph Size-imbalanced Learning with Energy-guided Structural SmoothingGraph size imbalance
WSDM 2025
- Imbalanced Graph Classification via Graph-of-Graph Neural NetworksGraph classification
CIKM 2022
- One for Two: A Unified Framework for Imbalanced Graph Classification via Dynamic Balanced PrototypeGraph classification
ICLR 2026 Oral
- On Size-Oriented Long-Tailed Graph Classification of Graph Neural NetworksGraph size imbalance
WWW 2022
Multimodal learning
Edge-level imbalance
Showing a sample of 87 resources. View the full list on GitHub →