| A Note on Over-Smoothing for Graph Neural Networks | Jun 23, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| ChebLieNet: Invariant Spectral Graph NNs Turned Equivariant by Riemannian Geometry on Lie Groups | Nov 23, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection | Sep 12, 2023 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 | 5 |
| BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis | Jul 11, 2021 | Disease PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Abstractive Summarization Guided by Latent Hierarchical Document Structure | Nov 17, 2022 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 | 5 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation | Jan 30, 2025 | ADP PredictionBand Gap | CodeCode Available | 1 | 5 |
| ADMET property prediction through combinations of molecular fingerprints | Sep 29, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| Coarse Graining Molecular Dynamics with Graph Neural Networks | Jul 22, 2020 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Are Graph Neural Networks Optimal Approximation Algorithms? | Oct 1, 2023 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| AMGNET: multi-scale graph neural networks for flow field prediction | Oct 13, 2022 | DecoderDeep Learning | CodeCode Available | 1 | 5 |
| Advanced Graph-Based Deep Learning for Probabilistic Type Inference | Sep 13, 2020 | Deep LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| PyGim: An Efficient Graph Neural Network Library for Real Processing-In-Memory Architectures | Feb 26, 2024 | CPUGPU | CodeCode Available | 1 | 5 |
| Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images | Jun 5, 2024 | Graph Neural NetworkMamba | CodeCode Available | 1 | 5 |
| Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties | Jan 13, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| A Structure Self-Aware Model for Discourse Parsing on Multi-Party Dialogues | Aug 1, 2021 | Dialogue UnderstandingDiscourse Parsing | CodeCode Available | 1 | 5 |
| Comprehensive Evaluation of GNN Training Systems: A Data Management Perspective | Nov 22, 2023 | Graph Neural NetworkManagement | CodeCode Available | 1 | 5 |
| Conformal Load Prediction with Transductive Graph Autoencoders | Jun 12, 2024 | Conformal PredictionGraph Neural Network | CodeCode Available | 1 | 5 |
| Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning | Nov 25, 2023 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 | 5 |
| A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction | Sep 29, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Attentional Graph Neural Network for Parking-slot Detection | Apr 6, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Context Modeling in 3D Human Pose Estimation: A Unified Perspective | Mar 29, 2021 | 3D Human Pose EstimationGraph Neural Network | CodeCode Available | 1 | 5 |
| Autobahn: Automorphism-based Graph Neural Nets | Mar 2, 2021 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Contrastive Graph Neural Network Explanation | Oct 26, 2020 | Graph Neural Network | CodeCode Available | 1 | 5 |
| An effective self-supervised framework for learning expressive molecular global representations to drug discovery | May 3, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 | 5 |
