| Spherical Channels for Modeling Atomic Interactions | Jun 29, 2022 | 10-shot image generationComputational chemistry | CodeCode Available | 4 |
| RecBole 2.0: Towards a More Up-to-Date Recommendation Library | Jun 15, 2022 | BenchmarkingData Augmentation | CodeCode Available | 4 |
| GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation | Feb 3, 2025 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 3 |
| Segment Anything Model for Road Network Graph Extraction | Mar 24, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 3 |
| General Geospatial Inference with a Population Dynamics Foundation Model | Nov 11, 2024 | BenchmarkingGraph Neural Network | CodeCode Available | 3 |
| RelBench: A Benchmark for Deep Learning on Relational Databases | Jul 29, 2024 | Deep LearningFeature Engineering | CodeCode Available | 3 |
| NeuralOM: Neural Ocean Model for Subseasonal-to-Seasonal Simulation | May 27, 2025 | Computational EfficiencyGraph Neural Network | CodeCode Available | 3 |
| Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph Representation | Dec 24, 2024 | AttributeFraud Detection | CodeCode Available | 3 |
| Do We Need Anisotropic Graph Neural Networks? | Apr 3, 2021 | Graph Neural Network | CodeCode Available | 3 |
| TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks | Oct 9, 2024 | Graph Neural Network | CodeCode Available | 3 |
| Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems | Dec 2, 2021 | graph constructionGraph Neural Network | CodeCode Available | 2 |
| Generating 3D Molecules for Target Protein Binding | Apr 19, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 2 |
| GNS: A generalizable Graph Neural Network-based simulator for particulate and fluid modeling | Nov 18, 2022 | Graph Neural Network | CodeCode Available | 2 |
| Gradformer: Graph Transformer with Exponential Decay | Apr 24, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 2 |
| GlueStick: Robust Image Matching by Sticking Points and Lines Together | Apr 4, 2023 | Graph Neural NetworkPose Estimation | CodeCode Available | 2 |
| Graph Neural Network-based surrogate model for granular flows | May 9, 2023 | Graph Neural Network | CodeCode Available | 2 |
| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning | May 31, 2023 | Decision MakingGeneral Knowledge | CodeCode Available | 2 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 |
| DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D Reassembly | Feb 29, 2024 | DenoisingGraph Neural Network | CodeCode Available | 2 |
| Double Difference Earthquake Location with Graph Neural Networks | Oct 25, 2024 | Graph Neural Network | CodeCode Available | 2 |
| Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data | May 8, 2024 | EEGGraph Classification | CodeCode Available | 2 |
| Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | Jun 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 2 |
| gRNAde: Geometric Deep Learning for 3D RNA inverse design | May 24, 2023 | 3D geometryDeep Learning | CodeCode Available | 2 |
| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| CHGNet: Pretrained universal neural network potential for charge-informed atomistic modeling | Feb 28, 2023 | Atomic ForcesGraph Neural Network | CodeCode Available | 2 |
