| Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection | Mar 28, 2023 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| BuildingNet: Learning to Label 3D Buildings | Oct 11, 2021 | 2k3D Building Mesh Labeling | CodeCode Available | 1 |
| From Hypergraph Energy Functions to Hypergraph Neural Networks | Jun 16, 2023 | Bilevel OptimizationGraph Neural Network | CodeCode Available | 1 |
| From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness | Oct 7, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Fuzzy Graph Neural Network for Few-Shot Learning | Jul 19, 2020 | Few-Shot LearningGraph Neural Network | CodeCode Available | 1 |
| G-Adaptivity: optimised graph-based mesh relocation for finite element methods | Jul 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 1 |
| Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement | Jul 11, 2020 | Graph Neural Network | CodeCode Available | 1 |
| GAME-ON: Graph Attention Network based Multimodal Fusion for Fake News Detection | Feb 25, 2022 | Fake News DetectionGraph Attention | CodeCode Available | 1 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 |
| GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training | Jun 17, 2020 | Contrastive LearningGeneral Classification | CodeCode Available | 1 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 |
| GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks | Dec 11, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs | Jun 20, 2020 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| A generalized-template-based graph neural network for accurate organic reactivity prediction | Sep 15, 2022 | Chemical Reaction PredictionGraph Neural Network | CodeCode Available | 1 |
| BUAA_BIGSCity: Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022 | Feb 22, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Generative 3D Part Assembly via Dynamic Graph Learning | Jun 14, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| PIGNet2: A Versatile Deep Learning-based Protein-Ligand Interaction Prediction Model for Binding Affinity Scoring and Virtual Screening | Jul 3, 2023 | Data AugmentationDrug Discovery | CodeCode Available | 1 |
| GeoBi-GNN: Geometry-aware Bi-domain Mesh Denoising via Graph Neural Networks | Mar 1, 2022 | DenoisingGraph Neural Network | CodeCode Available | 1 |
| AI-accelerated Discovery of Altermagnetic Materials | Nov 8, 2023 | Graph Neural Network | CodeCode Available | 1 |
| Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation | May 27, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Contrastive Dual-Interaction Graph Neural Network for Molecular Property Prediction | May 4, 2024 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| BAGEL: A Benchmark for Assessing Graph Neural Network Explanations | Jun 28, 2022 | BIG-bench Machine LearningGraph Classification | CodeCode Available | 1 |
| Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning | Jul 20, 2023 | Conformal PredictionGraph Learning | CodeCode Available | 1 |
| Bundle Recommendation with Graph Convolutional Networks | May 7, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction | Feb 28, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | CodeCode Available | 1 |
| A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation | Sep 12, 2021 | Brain Tumor SegmentationGraph Neural Network | CodeCode Available | 1 |
| GIMS: Image Matching System Based on Adaptive Graph Construction and Graph Neural Network | Dec 24, 2024 | GPUgraph construction | CodeCode Available | 1 |
| Adaptive Kernel Graph Neural Network | Dec 8, 2021 | Graph Neural NetworkRepresentation Learning | CodeCode Available | 1 |
| Global Attention based Graph Convolutional Neural Networks for Improved Materials Property Prediction | Mar 11, 2020 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| Can GNN be Good Adapter for LLMs? | Feb 20, 2024 | Graph Neural NetworkNode Classification | CodeCode Available | 1 |
| 3D Infomax improves GNNs for Molecular Property Prediction | Oct 8, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| Contrastive Cross-Domain Sequential Recommendation | Apr 8, 2023 | Graph Neural NetworkSequential Recommendation | CodeCode Available | 1 |
| Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces | Nov 27, 2021 | BenchmarkingGraph Attention | CodeCode Available | 1 |
| A Large-Scale Database for Graph Representation Learning | Nov 16, 2020 | DiversityGraph Neural Network | CodeCode Available | 1 |
| GNNExplainer: Generating Explanations for Graph Neural Networks | Mar 10, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 |
| Contrastive Graph Neural Network Explanation | Oct 26, 2020 | Graph Neural Network | CodeCode Available | 1 |
| Coupled Graph ODE for Learning Interacting System Dynamics | Aug 14, 2021 | Graph Neural Network | CodeCode Available | 1 |
| GraghVQA: Language-Guided Graph Neural Networks for Graph-based Visual Question Answering | Apr 20, 2021 | Graph Neural NetworkGraph Question Answering | CodeCode Available | 1 |
| GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation | Oct 8, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 |
| Algorithmic Concept-based Explainable Reasoning | Jul 15, 2021 | Graph Neural Network | CodeCode Available | 1 |
| Aligning Transformers with Weisfeiler-Leman | Jun 5, 2024 | Graph Neural Network | CodeCode Available | 1 |
| Graph Augmentation for Recommendation | Mar 25, 2024 | Contrastive LearningGraph Neural Network | CodeCode Available | 1 |
| Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection | May 1, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems | Mar 11, 2019 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network | Jul 20, 2022 | Graph MiningGraph Neural Network | CodeCode Available | 1 |
| CUTS: Neural Causal Discovery from Irregular Time-Series Data | Feb 15, 2023 | Causal DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Conformal Load Prediction with Transductive Graph Autoencoders | Jun 12, 2024 | Conformal PredictionGraph Neural Network | CodeCode Available | 1 |
