| GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks | Apr 24, 2025 | Atomic ForcesComputational Efficiency | CodeCode Available | 2 |
| Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence | Feb 13, 2025 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers | Feb 7, 2024 | Drug DiscoveryGraph Learning | CodeCode Available | 2 |
| EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations | Jun 21, 2023 | Graph Property Prediction | CodeCode Available | 2 |
| Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | Jun 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 2 |
| Recipe for a General, Powerful, Scalable Graph Transformer | May 25, 2022 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Do Transformers Really Perform Bad for Graph Representation? | Jun 9, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Identity-aware Graph Neural Networks | Jan 25, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 2 |
| Towards Neural Scaling Laws for Foundation Models on Temporal Graphs | Jun 14, 2024 | Graph LearningGraph Property Prediction | CodeCode Available | 1 |
| Learning Long Range Dependencies on Graphs via Random Walks | Jun 5, 2024 | Graph ClassificationGraph Property Prediction | CodeCode Available | 1 |
| Graph neural networks with configuration cross-attention for tensor compilers | May 26, 2024 | Graph Property PredictionGraph Regression | CodeCode Available | 1 |
| Global Concept Explanations for Graphs by Contrastive Learning | Apr 25, 2024 | Contrastive LearningFairness | CodeCode Available | 1 |
| Graph Transformers for Large Graphs | Dec 18, 2023 | Graph LearningGraph Property Prediction | CodeCode Available | 1 |
| TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs | Aug 25, 2023 | Graph Property PredictionPrediction | CodeCode Available | 1 |
| Learning Large Graph Property Prediction via Graph Segment Training | May 21, 2023 | Graph Property PredictionPrediction | CodeCode Available | 1 |
| Graph Propagation Transformer for Graph Representation Learning | May 19, 2023 | Graph LearningGraph Property Prediction | CodeCode Available | 1 |
| A new perspective on building efficient and expressive 3D equivariant graph neural networks | Apr 7, 2023 | Graph Property PredictionMolecular Property Prediction | CodeCode Available | 1 |
| Data-Centric Learning from Unlabeled Graphs with Diffusion Model | Mar 17, 2023 | DenoisingGraph Property Prediction | CodeCode Available | 1 |
| Transformers Meet Directed Graphs | Jan 31, 2023 | graph constructionGraph Property Prediction | CodeCode Available | 1 |
| Transformers over Directed Acyclic Graphs | Oct 24, 2022 | Graph Property PredictionGraph Representation Learning | CodeCode Available | 1 |
| Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search | Jul 13, 2022 | feature selectionGraph Classification | CodeCode Available | 1 |
| Shortest Path Networks for Graph Property Prediction | Jun 2, 2022 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
| GStarX: Explaining Graph Neural Networks with Structure-Aware Cooperative Games | Jan 28, 2022 | AttributeFeature Importance | CodeCode Available | 1 |
| A New Perspective on the Effects of Spectrum in Graph Neural Networks | Dec 14, 2021 | Graph ClassificationGraph Property Prediction | CodeCode Available | 1 |
| Nested Graph Neural Networks | Oct 25, 2021 | Graph ClassificationGraph Neural Network | CodeCode Available | 1 |
