| TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs | Mar 28, 2022 | CPUGPU | CodeCode Available | 2 | 5 |
| The Open Catalyst 2020 (OC20) Dataset and Community Challenges | Oct 20, 2020 | 3D Pose EstimationGraph Neural Network | CodeCode Available | 2 | 5 |
| Generating 3D Molecules for Target Protein Binding | Apr 19, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 2 | 5 |
| Graph Neural Network Surrogates to leverage Mechanistic Expert Knowledge towards Reliable and Immediate Pandemic Response | Nov 10, 2024 | Decision MakingGraph Neural Network | CodeCode Available | 2 | 5 |
| LightGNN: Simple Graph Neural Network for Recommendation | Jan 6, 2025 | Computational EfficiencyGraph Neural Network | CodeCode Available | 2 | 5 |
| Gradformer: Graph Transformer with Exponential Decay | Apr 24, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 2 | 5 |
| Rethinking Graph Neural Networks for Anomaly Detection | May 31, 2022 | Anomaly DetectionGraph Anomaly Detection | CodeCode Available | 2 | 5 |
| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning | May 31, 2023 | Decision MakingGeneral Knowledge | CodeCode Available | 2 | 5 |
| ACE-HGNN: Adaptive Curvature Exploration Hyperbolic Graph Neural Network | Oct 15, 2021 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Aligning Transformers with Weisfeiler-Leman | Jun 5, 2024 | Graph Neural Network | CodeCode Available | 1 | 5 |
| Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection | May 1, 2020 | Fraud DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| Algorithmic Concept-based Explainable Reasoning | Jul 15, 2021 | Graph 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 Locality-based Neural Solver for Optical Motion Capture | Sep 1, 2023 | Data AugmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation | Jun 21, 2021 | GPRGraph Neural Network | CodeCode Available | 1 | 5 |
| A Large-Scale Database for Graph Representation Learning | Nov 16, 2020 | DiversityGraph Neural Network | 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 |
| Basket Recommendation with Multi-Intent Translation Graph Neural Network | Oct 22, 2020 | Graph Neural NetworkRelation | 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 |
| A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation | Sep 12, 2021 | Brain Tumor SegmentationGraph Neural Network | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction | Feb 19, 2020 | Graph Neural NetworkPrediction | CodeCode Available | 1 | 5 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | 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 |
| Automatic identification of segmentation errors for radiotherapy using geometric learning | Jun 27, 2022 | Graph Neural NetworkSelf-Supervised Learning | CodeCode Available | 1 | 5 |
