| DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification | Jun 5, 2019 | General ClassificationGraph Classification | CodeCode Available | 0 |
| Towards Scalable Adaptive Learning with Graph Neural Networks and Reinforcement Learning | May 10, 2023 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 0 |
| Self-pruning Graph Neural Network for Predicting Inflammatory Disease Activity in Multiple Sclerosis from Brain MR Images | Aug 31, 2023 | Activity PredictionGraph Classification | CodeCode Available | 0 |
| Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure | Feb 20, 2019 | ArticlesGeneral Classification | CodeCode Available | 0 |
| DeltaGNN: Graph Neural Network with Information Flow Control | Jan 10, 2025 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Gradient scarcity with Bilevel Optimization for Graph Learning | Mar 24, 2023 | Bilevel OptimizationGraph Learning | CodeCode Available | 0 |
| Conditional Distribution Learning on Graphs | Nov 20, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Optimizing Age of Information in Vehicular Edge Computing with Federated Graph Neural Network Multi-Agent Reinforcement Learning | Jul 1, 2024 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 0 |
| Gradient Rewiring for Editable Graph Neural Network Training | Oct 21, 2024 | Graph Neural NetworkModel Editing | CodeCode Available | 0 |
| Optimizing Luxury Vehicle Dealership Networks: A Graph Neural Network Approach to Site Selection | Aug 25, 2024 | Decision MakingGraph Neural Network | CodeCode Available | 0 |
| A Novel Self-Supervised Learning-Based Anomaly Node Detection Method Based on an Autoencoder in Wireless Sensor Networks | Dec 26, 2022 | Anomaly DetectionGraph Neural Network | CodeCode Available | 0 |
| Delay-aware Backpressure Routing Using Graph Neural Networks | Nov 19, 2022 | Graph Neural Network | CodeCode Available | 0 |
| DICE: Device-level Integrated Circuits Encoder with Graph Contrastive Pretraining | Feb 13, 2025 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| DEGNN: Dual Experts Graph Neural Network Handling Both Edge and Node Feature Noise | Apr 14, 2024 | Graph Neural NetworkGraph structure learning | CodeCode Available | 0 |
| GNRK: Graph Neural Runge-Kutta method for solving partial differential equations | Oct 1, 2023 | Graph Neural Network | CodeCode Available | 0 |
| DeepTPI: Test Point Insertion with Deep Reinforcement Learning | Jun 7, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Synthesizing Traffic Datasets using Graph Neural Networks | Dec 8, 2023 | Data AugmentationGenerative Adversarial Network | CodeCode Available | 0 |
| Adversarial Attack on Graph Structured Data | Jun 6, 2018 | Adversarial AttackGraph Neural Network | CodeCode Available | 0 |
| Deep Spatial Domain Generalization | Oct 3, 2022 | Domain GeneralizationGraph Neural Network | CodeCode Available | 0 |
| Overlapping Community Detection with Graph Neural Networks | Sep 26, 2019 | Community DetectionGraph Neural Network | CodeCode Available | 0 |
| p2pGNN: A Decentralized Graph Neural Network for Node Classification in Peer-to-Peer Networks | Nov 29, 2021 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network | Feb 6, 2024 | Generalization BoundsGraph Neural Network | CodeCode Available | 0 |
| GNNSampler: Bridging the Gap between Sampling Algorithms of GNN and Hardware | Aug 26, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Synthetic pre-training for neural-network interatomic potentials | Jul 24, 2023 | Graph Neural Network | CodeCode Available | 0 |
| Deep Representations for Time-varying Brain Datasets | May 23, 2022 | AttributeGraph Neural Network | CodeCode Available | 0 |
| GNN-LoFI: a Novel Graph Neural Network through Localized Feature-based Histogram Intersection | Jan 17, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| PAGE: Parametric Generative Explainer for Graph Neural Network | Aug 26, 2024 | DecoderDimensionality Reduction | CodeCode Available | 0 |
| Towards Sparse Hierarchical Graph Classifiers | Nov 3, 2018 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Bias Reduction via Cooperative Bargaining in Synthetic Graph Dataset Generation | May 27, 2022 | BenchmarkingDataset Generation | CodeCode Available | 0 |
| GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation | Jun 28, 2019 | Graph Neural Network | CodeCode Available | 0 |
| GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network | Feb 18, 2024 | Graph Neural NetworkIn-Context Learning | CodeCode Available | 0 |
| GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge Graphs | Dec 4, 2023 | Explanation GenerationGraph Neural Network | CodeCode Available | 0 |
| Self-supervised Representation Learning for Evolutionary Neural Architecture Search | Oct 31, 2020 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| GMNN: Graph Markov Neural Networks | May 15, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| Inferring Past Human Actions in Homes with Abductive Reasoning | Oct 24, 2022 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Parallel-friendly Spatio-Temporal Graph Learning for Photovoltaic Degradation Analysis at Scale | Feb 13, 2024 | DisentanglementGraph Attention | CodeCode Available | 0 |
| Tackling Graphical NLP problems with Graph Recurrent Networks | Jul 13, 2019 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 |
| Global Stock Market Volatility Forecasting Incorporating Dynamic Graphs and All Trading Days | Sep 6, 2024 | AllDecision Making | CodeCode Available | 0 |
| Advancing GraphSAGE with A Data-Driven Node Sampling | Apr 29, 2019 | General ClassificationGraph Neural Network | CodeCode Available | 0 |
| Global Reasoning over Database Structures for Text-to-SQL Parsing | Aug 29, 2019 | Graph Neural NetworkSemantic Parsing | CodeCode Available | 0 |
| Global Prediction of COVID-19 Variant Emergence Using Dynamics-Informed Graph Neural Networks | Jan 7, 2024 | BenchmarkingGraph Neural Network | CodeCode Available | 0 |
| Deep Neural Architecture Search with Deep Graph Bayesian Optimization | May 14, 2019 | Bayesian OptimizationGaussian Processes | CodeCode Available | 0 |
| TactileGCN: A Graph Convolutional Network for Predicting Grasp Stability with Tactile Sensors | Jan 18, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Particle Graph Autoencoders and Differentiable, Learned Energy Mover's Distance | Nov 24, 2021 | Anomaly DetectionGraph Neural Network | CodeCode Available | 0 |
| BHGNN-RT: Network embedding for directed heterogeneous graphs | Nov 24, 2023 | Graph Neural NetworkNetwork Embedding | CodeCode Available | 0 |
| Partition Pooling for Convolutional Graph Network Applications in Particle Physics | Aug 11, 2022 | Graph Neural Network | CodeCode Available | 0 |
| PatchGT: Transformer over Non-trainable Clusters for Learning Graph Representations | Nov 26, 2022 | ClusteringGraph Learning | CodeCode Available | 0 |
| GLASU: A Communication-Efficient Algorithm for Federated Learning with Vertically Distributed Graph Data | Mar 16, 2023 | Federated LearningGraph Neural Network | CodeCode Available | 0 |
| Path-aware Siamese Graph Neural Network for Link Prediction | Aug 10, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| Tracking Interaction States for Multi-Turn Text-to-SQL Semantic Parsing | Dec 9, 2020 | Graph Neural NetworkSemantic Parsing | CodeCode Available | 0 |