| Efficient Parallel Genetic Algorithm for Perturbed Substructure Optimization in Complex Network | Dec 30, 2024 | Combinatorial OptimizationGraph Mining | CodeCode Available | 2 |
| DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization | Dec 20, 2023 | ClusteringGraph Clustering | 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 |
| When Heterophily Meets Heterogeneity: Challenges and a New Large-Scale Graph Benchmark | Jul 15, 2024 | BenchmarkingGraph Learning | CodeCode Available | 1 |
| Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs | Mar 10, 2020 | BIG-bench Machine LearningClustering | CodeCode Available | 1 |
| When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook | Dec 19, 2023 | Graph MiningGraph Neural Network | 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 |
| TigerLily: Finding drug interactions in silico with the Graph | Apr 18, 2022 | Graph Mining | 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 |
| Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters | Aug 19, 2020 | Anomaly DetectionFraud Detection | 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 |
| 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 |
| Revisiting Modularity Maximization for Graph Clustering: A Contrastive Learning Perspective | Jun 20, 2024 | ClusteringCommunity Detection | CodeCode Available | 1 |
| Learning Opinion Dynamics From Social Traces | Jun 2, 2020 | Graph MiningLink Sign Prediction | CodeCode Available | 1 |
| Persona2vec: A Flexible Multi-role Representations Learning Framework for Graphs | Jun 4, 2020 | Graph EmbeddingGraph Mining | CodeCode Available | 1 |
| Reinforcement learning on graphs: A survey | Apr 13, 2022 | Graph Miningreinforcement-learning | CodeCode Available | 1 |
| Subgraph Federated Learning with Missing Neighbor Generation | Jun 25, 2021 | Federated LearningGraph Mining | CodeCode Available | 1 |
| Theoretically Improving Graph Neural Networks via Anonymous Walk Graph Kernels | Apr 7, 2021 | Graph Mining | CodeCode Available | 1 |
| Twitch Gamers: a Dataset for Evaluating Proximity Preserving and Structural Role-based Node Embeddings | Jan 8, 2021 | Graph MiningNode Classification | CodeCode Available | 1 |
| Unsupervised Differentiable Multi-aspect Network Embedding | Jun 7, 2020 | ClusteringGraph Clustering | CodeCode Available | 1 |
| Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns | Dec 21, 2023 | Graph ClassificationGraph Learning | CodeCode Available | 1 |
| Graph Auto-Encoder Via Neighborhood Wasserstein Reconstruction | Feb 18, 2022 | DecoderGraph Mining | CodeCode Available | 1 |
| Zero-Shot Scene Graph Relation Prediction through Commonsense Knowledge Integration | Jul 11, 2021 | Graph GenerationGraph Mining | CodeCode Available | 1 |
| Code Recommendation for Open Source Software Developers | Oct 15, 2022 | Graph MiningRecommendation Systems | CodeCode Available | 1 |
| From Time Series to Networks in R with the ts2net Package | Aug 20, 2022 | Graph MiningTime Series | CodeCode Available | 1 |
| Federated Graph Classification over Non-IID Graphs | Jun 25, 2021 | ClassificationClustering | CodeCode Available | 1 |
| GAT-COBO: Cost-Sensitive Graph Neural Network for Telecom Fraud Detection | Mar 29, 2023 | Anomaly DetectionFraud Detection | CodeCode Available | 1 |
| Correlation-Aware Graph Convolutional Networks for Multi-Label Node Classification | Nov 26, 2024 | ClassificationGraph Mining | CodeCode Available | 1 |
| A Survey on Role-Oriented Network Embedding | Jul 18, 2021 | ClusteringGraph Mining | CodeCode Available | 1 |
| FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs | Aug 29, 2022 | Federated LearningGraph Learning | CodeCode Available | 1 |
| All the World's a (Hyper)Graph: A Data Drama | Jun 16, 2022 | AllGraph Learning | CodeCode Available | 1 |
| Interactive Text Graph Mining with a Prolog-based Dialog Engine | Jul 31, 2020 | Graph MiningSentence | CodeCode Available | 1 |
| Fairness in Graph Mining: A Survey | Apr 21, 2022 | FairnessGraph Mining | CodeCode Available | 1 |
| OAG-Bench: A Human-Curated Benchmark for Academic Graph Mining | Feb 24, 2024 | Graph Mining | CodeCode Available | 1 |
| Refining Wikidata Taxonomy using Large Language Models | Sep 6, 2024 | Entity TypingGraph Mining | CodeCode Available | 1 |
| Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model | Sep 5, 2021 | Community DetectionGraph Embedding | CodeCode Available | 1 |
| Adversarial Directed Graph Embedding | Aug 9, 2020 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 1 |
| Geometric Matrix Completion via Sylvester Multi-Graph Neural Network | Jun 19, 2022 | Graph MiningGraph Neural Network | —Unverified | 0 |
| Contrastive Graph Few-Shot Learning | Sep 30, 2022 | Contrastive LearningFew-Shot Learning | —Unverified | 0 |
| Functional2Structural: Cross-Modality Brain Networks Representation Learning | May 6, 2022 | Disease PredictionGraph Learning | —Unverified | 0 |
| Gophormer: Ego-Graph Transformer for Node Classification | Oct 25, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| ChebMixer: Efficient Graph Representation Learning with MLP Mixer | Mar 25, 2024 | Graph MiningGraph Representation Learning | —Unverified | 0 |
| FocusedCleaner: Sanitizing Poisoned Graphs for Robust GNN-based Node Classification | Oct 25, 2022 | Adversarial RobustnessData Poisoning | —Unverified | 0 |
| Enhancing Supply Chain Transparency in Emerging Economies Using Online Contents and LLMs | Dec 22, 2024 | Graph Mining | —Unverified | 0 |
| Boosting Graph Neural Networks via Adaptive Knowledge Distillation | Oct 12, 2022 | Graph ClassificationGraph Mining | —Unverified | 0 |
| Anomaly Detection in Dynamic Graphs: A Comprehensive Survey | May 31, 2024 | Anomaly DetectionGraph Mining | —Unverified | 0 |
| Fouille de graphes sous contraintes linguistiques pour l'exploration de grands textes (Graph Mining Under Linguistic Constraints to Explore Large Texts) [in French] | Jun 1, 2012 | Graph Mining | —Unverified | 0 |
| Discovering Bands from Graphs | Apr 9, 2019 | Graph Mining | —Unverified | 0 |