| 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 |
| NeuralOM: Neural Ocean Model for Subseasonal-to-Seasonal Simulation | May 27, 2025 | Computational EfficiencyGraph Neural Network | CodeCode Available | 3 |
| GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation | Feb 3, 2025 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 3 |
| Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph Representation | Dec 24, 2024 | AttributeFraud Detection | CodeCode Available | 3 |
| General Geospatial Inference with a Population Dynamics Foundation Model | Nov 11, 2024 | BenchmarkingGraph Neural Network | CodeCode Available | 3 |
| TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks | Oct 9, 2024 | Graph Neural Network | CodeCode Available | 3 |
| RelBench: A Benchmark for Deep Learning on Relational Databases | Jul 29, 2024 | Deep LearningFeature Engineering | CodeCode Available | 3 |
| Segment Anything Model for Road Network Graph Extraction | Mar 24, 2024 | Graph LearningGraph Neural Network | CodeCode Available | 3 |
| Do We Need Anisotropic Graph Neural Networks? | Apr 3, 2021 | Graph Neural Network | CodeCode Available | 3 |
| chemtrain-deploy: A parallel and scalable framework for machine learning potentials in million-atom MD simulations | Jun 4, 2025 | Graph Neural Network | CodeCode Available | 2 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 |
| LightGNN: Simple Graph Neural Network for Recommendation | Jan 6, 2025 | Computational EfficiencyGraph Neural Network | CodeCode Available | 2 |
| 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 |
| Double Difference Earthquake Location with Graph Neural Networks | Oct 25, 2024 | Graph Neural Network | CodeCode Available | 2 |
| Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data | Oct 16, 2024 | Decision MakingEarth Observation | CodeCode Available | 2 |
| Data-Driven Parametrization of Molecular Mechanics Force Fields for Expansive Chemical Space Coverage | Aug 23, 2024 | Computational EfficiencyDrug Discovery | CodeCode Available | 2 |
| MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning | Jul 8, 2024 | Arousal EstimationEEG | CodeCode Available | 2 |
| MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRI | Jul 3, 2024 | Functional ConnectivityGraph Neural Network | CodeCode Available | 2 |
| UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems | Jun 29, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 2 |
| Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning | Jun 25, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 2 |
| SelfGNN: Self-Supervised Graph Neural Networks for Sequential Recommendation | May 31, 2024 | Graph Neural NetworkRecommendation Systems | CodeCode Available | 2 |
| Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data | May 8, 2024 | EEGGraph Classification | CodeCode Available | 2 |
| Gradformer: Graph Transformer with Exponential Decay | Apr 24, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 2 |
| RiboDiffusion: Tertiary Structure-based RNA Inverse Folding with Generative Diffusion Models | Apr 17, 2024 | Graph Neural Network | CodeCode Available | 2 |
