| Graph Positional Autoencoders as Self-supervised Learners | May 29, 2025 | Graph Property PredictionMissing Elements | —Unverified | 0 |
| Message-Passing State-Space Models: Improving Graph Learning with Modern Sequence Modeling | May 24, 2025 | Computational EfficiencyGraph Learning | —Unverified | 0 |
| 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 |
| Graph Generative Pre-trained Transformer | Jan 2, 2025 | Graph GenerationGraph Property Prediction | —Unverified | 0 |
| Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning | Dec 26, 2024 | Graph LearningGraph Property Prediction | CodeCode Available | 0 |
| Data-Driven Self-Supervised Graph Representation Learning | Dec 24, 2024 | Data AugmentationDocument Classification | CodeCode Available | 0 |
| Next Level Message-Passing with Hierarchical Support Graphs | Jun 22, 2024 | Graph ClassificationGraph Learning | CodeCode Available | 0 |
| 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 |
| Contextualized Messages Boost Graph Representations | Mar 19, 2024 | Graph Property PredictionProperty Prediction | CodeCode Available | 0 |
| Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers | Feb 7, 2024 | Drug DiscoveryGraph Learning | CodeCode Available | 2 |
| Graph Transformers for Large Graphs | Dec 18, 2023 | Graph LearningGraph Property Prediction | CodeCode Available | 1 |
| Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Lehman Go Indifferent | Nov 2, 2023 | Graph Neural NetworkGraph Property Prediction | —Unverified | 0 |
| TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs | Aug 25, 2023 | Graph Property PredictionPrediction | CodeCode Available | 1 |
| Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes | Aug 13, 2023 | Graph ClassificationGraph Property Prediction | —Unverified | 0 |
| EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations | Jun 21, 2023 | Graph Property Prediction | CodeCode Available | 2 |
| 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 |
| Graph Neural Networks Go Forward-Forward | Feb 10, 2023 | Graph Property PredictionProperty Prediction | —Unverified | 0 |
| Transformers Meet Directed Graphs | Jan 31, 2023 | graph constructionGraph Property Prediction | CodeCode Available | 1 |
