| Nested Graph Neural Networks | Oct 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification | Dec 6, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Shortest Path Networks for Graph Property Prediction | Jun 2, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 | 5 |
| Towards Neural Scaling Laws for Foundation Models on Temporal Graphs | Jun 14, 2024 | Graph LearningGraph Property Prediction | CodeCode Available | 1 | 5 |
| TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs | Aug 25, 2023 | Graph Property PredictionPrediction | CodeCode Available | 1 | 5 |
| Transformers Meet Directed Graphs | Jan 31, 2023 | graph constructionGraph Property Prediction | CodeCode Available | 1 | 5 |
| Transformers over Directed Acyclic Graphs | Oct 24, 2022 | Graph Property PredictionGraph Representation Learning | CodeCode Available | 1 | 5 |
| Simple GNN Regularisation for 3D Molecular Property Prediction & Beyond | Jun 15, 2021 | DenoisingDiversity | CodeCode Available | 1 | 5 |
| Wasserstein Embedding for Graph Learning | Jun 16, 2020 | Computational EfficiencyGraph Classification | CodeCode Available | 1 | 5 |
| E(n) Equivariant Graph Neural Networks | Feb 19, 2021 | Graph Property PredictionRepresentation Learning | CodeCode Available | 1 | 5 |
| GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games | Jan 28, 2022 | AttributeFeature Importance | CodeCode Available | 1 | 5 |
| Embedding Graphs on Grassmann Manifold | May 30, 2022 | Graph EmbeddingGraph Property Prediction | CodeCode Available | 0 | 5 |
| Improving Graph Property Prediction with Generalized Readout Functions | Sep 21, 2020 | Graph Property PredictionPrediction | CodeCode Available | 0 | 5 |
| DeeperGCN: All You Need to Train Deeper GCNs | Jun 13, 2020 | AllGraph Learning | CodeCode Available | 0 | 5 |
| Data-Driven Self-Supervised Graph Representation Learning | Dec 24, 2024 | Data AugmentationDocument Classification | CodeCode Available | 0 | 5 |
| Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning | Dec 26, 2024 | Graph LearningGraph Property Prediction | CodeCode Available | 0 | 5 |
| TorchMD-NET: Equivariant Transformers for Neural Network based Molecular Potentials | Feb 5, 2022 | Computational EfficiencyGraph Property Prediction | CodeCode Available | 0 | 5 |
| Contextualized Messages Boost Graph Representations | Mar 19, 2024 | Graph Property PredictionProperty Prediction | CodeCode Available | 0 | 5 |
| Graph convolutions that can finally model local structure | Nov 30, 2020 | Graph Property Prediction | CodeCode Available | 0 | 5 |
| Molecular Representation Learning by Leveraging Chemical Information | Mar 15, 2021 | Drug DesignGraph Property Prediction | CodeCode Available | 0 | 5 |
| Next Level Message-Passing with Hierarchical Support Graphs | Jun 22, 2024 | Graph ClassificationGraph Learning | CodeCode Available | 0 | 5 |
| An Empirical Study of Retrieval-enhanced Graph Neural Networks | Jun 1, 2022 | Graph Neural NetworkGraph Property Prediction | CodeCode Available | 0 | 5 |
| Graph Generative Pre-trained Transformer | Jan 2, 2025 | Graph GenerationGraph Property Prediction | —Unverified | 0 | 0 |
| Graph Neural Networks Go Forward-Forward | Feb 10, 2023 | Graph Property PredictionProperty Prediction | —Unverified | 0 | 0 |
| BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing | Dec 16, 2021 | GPUGraph Property Prediction | —Unverified | 0 | 0 |
