| Efficient Parallel Genetic Algorithm for Perturbed Substructure Optimization in Complex Network | Dec 30, 2024 | Combinatorial OptimizationGraph Mining | CodeCode Available | 2 |
| Correlation-Aware Graph Convolutional Networks for Multi-Label Node Classification | Nov 26, 2024 | ClassificationGraph Mining | CodeCode Available | 1 |
| Refining Wikidata Taxonomy using Large Language Models | Sep 6, 2024 | Entity TypingGraph Mining | CodeCode Available | 1 |
| When Heterophily Meets Heterogeneity: Challenges and a New Large-Scale Graph Benchmark | Jul 15, 2024 | BenchmarkingGraph Learning | CodeCode Available | 1 |
| Revisiting Modularity Maximization for Graph Clustering: A Contrastive Learning Perspective | Jun 20, 2024 | ClusteringCommunity Detection | CodeCode Available | 1 |
| OAG-Bench: A Human-Curated Benchmark for Academic Graph Mining | Feb 24, 2024 | Graph Mining | CodeCode Available | 1 |
| Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns | Dec 21, 2023 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization | Dec 20, 2023 | ClusteringGraph Clustering | CodeCode Available | 1 |
| When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook | Dec 19, 2023 | Graph MiningGraph Neural Network | CodeCode Available | 1 |
| User Modeling in the Era of Large Language Models: Current Research and Future Directions | Dec 11, 2023 | Graph Mining | CodeCode Available | 1 |
| GAT-COBO: Cost-Sensitive Graph Neural Network for Telecom Fraud Detection | Mar 29, 2023 | Anomaly DetectionFraud Detection | CodeCode Available | 1 |
| Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs | Nov 15, 2022 | Graph MiningLink Prediction | CodeCode Available | 1 |
| Code Recommendation for Open Source Software Developers | Oct 15, 2022 | Graph MiningRecommendation Systems | CodeCode Available | 1 |
| FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs | Aug 29, 2022 | Federated LearningGraph Learning | CodeCode Available | 1 |
| From Time Series to Networks in R with the ts2net Package | Aug 20, 2022 | Graph MiningTime Series | CodeCode Available | 1 |
| Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network | Jul 20, 2022 | Graph MiningGraph Neural Network | CodeCode Available | 1 |
| Task-Adaptive Few-shot Node Classification | Jun 23, 2022 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| All the World's a (Hyper)Graph: A Data Drama | Jun 16, 2022 | AllGraph Learning | CodeCode Available | 1 |
| NAGphormer: A Tokenized Graph Transformer for Node Classification in Large Graphs | Jun 10, 2022 | Graph LearningGraph Mining | CodeCode Available | 1 |
| Relphormer: Relational Graph Transformer for Knowledge Graph Representations | May 22, 2022 | General KnowledgeGraph Mining | CodeCode Available | 1 |
| Fairness in Graph Mining: A Survey | Apr 21, 2022 | FairnessGraph Mining | CodeCode Available | 1 |
| TigerLily: Finding drug interactions in silico with the Graph | Apr 18, 2022 | Graph Mining | CodeCode Available | 1 |
| Reinforcement learning on graphs: A survey | Apr 13, 2022 | Graph Miningreinforcement-learning | CodeCode Available | 1 |
| Graph Auto-Encoder Via Neighborhood Wasserstein Reconstruction | Feb 18, 2022 | DecoderGraph Mining | CodeCode Available | 1 |
| Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities | Feb 8, 2022 | Domain AdaptationGraph Mining | CodeCode Available | 1 |
