| Learning to Simulate Aerosol Dynamics with Graph Neural Networks | Sep 20, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Explicit Graph Reasoning Fusing Knowledge and Contextual Information for Multi-hop Question Answering | Jul 1, 2022 | Graph Neural NetworkMulti-hop Question Answering | CodeCode Available | 0 |
| Imputing Brain Measurements Across Data Sets via Graph Neural Networks | Aug 19, 2023 | Graph Neural NetworkImputation | CodeCode Available | 0 |
| An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case Study | Jul 26, 2024 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 |
| Propagate-Selector: Detecting Supporting Sentences for Question Answering via Graph Neural Networks | Aug 24, 2019 | Answer SelectionGraph Neural Network | CodeCode Available | 0 |
| Learning Tree Structures from Leaves For Particle Decay Reconstruction | Aug 31, 2022 | Graph Neural Network | CodeCode Available | 0 |
| CoRe-GD: A Hierarchical Framework for Scalable Graph Visualization with GNNs | Feb 9, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Improving Reliable Navigation under Uncertainty via Predictions Informed by Non-Local Information | Jul 26, 2023 | Graph Neural NetworkNavigate | CodeCode Available | 0 |
| Learning Variable Ordering Heuristics for Solving Constraint Satisfaction Problems | Dec 23, 2019 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| SlideGCD: Slide-based Graph Collaborative Training with Knowledge Distillation for Whole Slide Image Classification | Jul 12, 2024 | graph constructionGraph Learning | CodeCode Available | 0 |
| Learning visual-based deformable object rearrangement with local graph neural networks | Oct 16, 2023 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 0 |
| Learning What You Need from What You Did: Product Taxonomy Expansion with User Behaviors Supervision | Mar 28, 2022 | Contrastive LearningGraph Neural Network | CodeCode Available | 0 |
| Convolutional Learning on Directed Acyclic Graphs | May 5, 2024 | Graph Neural NetworkInductive Bias | CodeCode Available | 0 |
| Explicit Feature Interaction-aware Graph Neural Networks | Apr 7, 2022 | Graph Neural NetworkNode Classification | CodeCode Available | 0 |
| Conv-MPN: Convolutional Message Passing Neural Network for Structured Outdoor Architecture Reconstruction | Dec 4, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Learn to Think: Bootstrapping LLM Reasoning Capability Through Graph Learning | May 9, 2025 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| Prototype-based Interpretable Graph Neural Networks | Nov 16, 2022 | Explainable ModelsGraph Neural Network | CodeCode Available | 0 |
| Converting Transformers into DGNNs Form | Feb 1, 2025 | Computational EfficiencyDocument Classification | CodeCode Available | 0 |
| TGraphX: Tensor-Aware Graph Neural Network for Multi-Dimensional Feature Learning | Apr 4, 2025 | Graph Neural Networkobject-detection | CodeCode Available | 0 |
| AutoGEL: An Automated Graph Neural Network with Explicit Link Information | Dec 2, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 0 |
| Conversational Semantic Parsing using Dynamic Context Graphs | May 4, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 |
| Leveraging Dependency Forest for Neural Medical Relation Extraction | Nov 11, 2019 | ArticlesGraph Neural Network | CodeCode Available | 0 |
| Leveraging Intra-Period and Inter-Period Features for Enhanced Passenger Flow Prediction of Subway Stations | Oct 16, 2024 | Graph Neural NetworkPrediction | CodeCode Available | 0 |
| Explainable Graph Pyramid Autoformer for Long-Term Traffic Forecasting | Sep 27, 2022 | Graph Neural NetworkTemporal Sequences | CodeCode Available | 0 |
| Explainable Deep-Learning Based Potentially Hazardous Asteroids Classification Using Graph Neural Networks | Apr 25, 2025 | Autonomous NavigationFeature Importance | CodeCode Available | 0 |
| Improving Molecular Graph Neural Network Explainability with Orthonormalization and Induced Sparsity | May 11, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Improving Hyper-Relational Knowledge Graph Completion | Apr 16, 2021 | Computational EfficiencyGraph Neural Network | CodeCode Available | 0 |
| Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks | Jul 6, 2020 | Graph Neural NetworkTime Series | CodeCode Available | 0 |
| LEX-GNN: Label-Exploring Graph Neural Network for Accurate Fraud Detection | Oct 21, 2024 | Fraud DetectionGraph Neural Network | CodeCode Available | 0 |
| LG4AV: Combining Language Models and Graph Neural Networks for Author Verification | Sep 3, 2021 | Authorship VerificationGraph Neural Network | CodeCode Available | 0 |
| Calibrating and Improving Graph Contrastive Learning | Jan 27, 2021 | Contrastive LearningGraph Clustering | CodeCode Available | 0 |
| Craquelure as a Graph: Application of Image Processing and Graph Neural Networks to the Description of Fracture Patterns | May 13, 2019 | Graph Neural Network | CodeCode Available | 0 |
| Does your graph need a confidence boost? Convergent boosted smoothing on graphs with tabular node features | Oct 26, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Controlling Continuous Relaxation for Combinatorial Optimization | Sep 29, 2023 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 0 |
| Improving Graph Neural Network Representations of Logical Formulae with Subgraph Pooling | Nov 15, 2019 | Automated Theorem ProvingDeep Learning | CodeCode Available | 0 |
| Improving Cyberbully Detection with User Interaction | Nov 1, 2020 | Graph Neural Network | CodeCode Available | 0 |
| EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs | Mar 30, 2024 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 0 |
| QT-Routenet: Improved GNN generalization to larger 5G networks by fine-tuning predictions from queueing theory | Jul 13, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Article Classification with Graph Neural Networks and Multigraphs | Sep 20, 2023 | ArticlesClassification | CodeCode Available | 0 |
| Impact-Oriented Contextual Scholar Profiling using Self-Citation Graphs | Apr 24, 2023 | Graph Neural Network | CodeCode Available | 0 |
| Boost Event-Driven Tactile Learning with Location Spiking Neurons | Oct 9, 2022 | Graph Neural Network | CodeCode Available | 0 |
| Imbalanced Graph Classification with Multi-scale Oversampling Graph Neural Networks | May 8, 2024 | Graph ClassificationGraph Learning | CodeCode Available | 0 |
| Contrastive Matrix Completion with Denoising and Augmented Graph Views for Robust Recommendation | Jun 12, 2025 | Contrastive LearningDenoising | CodeCode Available | 0 |
| Quasi-Framelets: Robust Graph Neural Networks via Adaptive Framelet Convolution | Jan 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 0 |
| Untrained Graph Neural Networks for Denoising | Sep 24, 2021 | DenoisingGraph Neural Network | CodeCode Available | 0 |
| Identity Inference on Blockchain using Graph Neural Network | Apr 14, 2021 | Graph ClassificationGraph Mining | CodeCode Available | 0 |
| Qubit Routing using Graph Neural Network aided Monte Carlo Tree Search | Apr 1, 2021 | Graph Neural Network | CodeCode Available | 0 |
| Query-Efficient Adversarial Attack Against Vertical Federated Graph Learning | Nov 5, 2024 | Adversarial AttackFederated Learning | CodeCode Available | 0 |
| Link Stealing Attacks Against Inductive Graph Neural Networks | May 9, 2024 | Graph Neural Network | CodeCode Available | 0 |
| Evaluating the Transferability of Machine-Learned Force Fields for Material Property Modeling | Jan 10, 2023 | BenchmarkingGraph Neural Network | CodeCode Available | 0 |