| GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking | May 24, 2023 | BenchmarkingGraph Mining | CodeCode Available | 0 |
| Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification Using Graph Neural Networks? | May 23, 2023 | graph constructionGraph Mining | CodeCode Available | 0 |
| PGB: A PubMed Graph Benchmark for Heterogeneous Network Representation Learning | May 4, 2023 | ArticlesGraph Mining | CodeCode Available | 0 |
| Transition Propagation Graph Neural Networks for Temporal Networks | Apr 15, 2023 | Graph MiningLink Prediction | CodeCode Available | 0 |
| Graph Mining for Cybersecurity: A Survey | Apr 2, 2023 | Graph MiningSurvey | —Unverified | 0 |
| Graph Neural Network Surrogates of Fair Graph Filtering | Mar 14, 2023 | FairnessGraph Mining | —Unverified | 0 |
| SynGraphy: Succinct Summarisation of Large Networks via Small Synthetic Representative Graphs | Feb 15, 2023 | Graph MiningGraph Sampling | —Unverified | 0 |
| Adaptive Depth Graph Attention Networks | Jan 16, 2023 | Graph AttentionGraph Mining | —Unverified | 0 |
| Signed Directed Graph Contrastive Learning with Laplacian Augmentation | Jan 12, 2023 | Contrastive LearningGraph Mining | —Unverified | 0 |
| NetEffect: Discovery and Exploitation of Generalized Network Effects | Dec 31, 2022 | Graph MiningNode Classification | CodeCode Available | 0 |
| Trajectory Flow Map: Graph-based Approach to Analysing Temporal Evolution of Aggregated Traffic Flows in Large-scale Urban Networks | Dec 6, 2022 | Graph Mining | —Unverified | 0 |
| Evaluating COVID-19 Sequence Data Using Nearest-Neighbors Based Network Model | Nov 19, 2022 | ClusteringGraph Mining | —Unverified | 0 |
| FocusedCleaner: Sanitizing Poisoned Graphs for Robust GNN-based Node Classification | Oct 25, 2022 | Adversarial RobustnessData Poisoning | —Unverified | 0 |
| Overlapping Community Detection using Dynamic Dilated Aggregation in Deep Residual GCN | Oct 20, 2022 | Community DetectionDecoder | CodeCode Available | 0 |
| Minimizing low-rank models of high-order tensors: Hardness, span, tight relaxation, and applications | Oct 16, 2022 | Graph MiningRecommendation Systems | —Unverified | 0 |
| JuryGCN: Quantifying Jackknife Uncertainty on Graph Convolutional Networks | Oct 12, 2022 | Active LearningGraph Mining | —Unverified | 0 |
| Boosting Graph Neural Networks via Adaptive Knowledge Distillation | Oct 12, 2022 | Graph ClassificationGraph Mining | —Unverified | 0 |
| Less is More: SlimG for Accurate, Robust, and Interpretable Graph Mining | Oct 8, 2022 | Graph MiningNode Classification | CodeCode Available | 0 |
| Contrastive Graph Few-Shot Learning | Sep 30, 2022 | Contrastive LearningFew-Shot Learning | —Unverified | 0 |
| MentorGNN: Deriving Curriculum for Pre-Training GNNs | Aug 21, 2022 | Domain AdaptationGraph Mining | CodeCode Available | 0 |
| GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs | Aug 12, 2022 | Community DetectionGraph Mining | —Unverified | 0 |
| Deep Manifold Learning with Graph Mining | Jul 18, 2022 | Graph Mining | —Unverified | 0 |
| Learning node embeddings via summary graphs: a brief theoretical analysis | Jul 4, 2022 | Graph MiningGraph Representation Learning | —Unverified | 0 |
| Time-aware Dynamic Graph Embedding for Asynchronous Structural Evolution | Jul 1, 2022 | Dynamic graph embeddingGraph Embedding | —Unverified | 0 |
| Transferable Graph Backdoor Attack | Jun 21, 2022 | Backdoor AttackGraph Mining | —Unverified | 0 |