| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 | 5 |
| DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D Reassembly | Feb 29, 2024 | DenoisingGraph Neural Network | CodeCode Available | 2 | 5 |
| Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data | May 8, 2024 | EEGGraph Classification | CodeCode Available | 2 | 5 |
| CHGNet: Pretrained universal neural network potential for charge-informed atomistic modeling | Feb 28, 2023 | Atomic ForcesGraph Neural Network | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Double Difference Earthquake Location with Graph Neural Networks | Oct 25, 2024 | Graph Neural Network | CodeCode Available | 2 | 5 |
| Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | Jun 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 2 | 5 |
| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning | May 31, 2023 | Decision MakingGeneral Knowledge | CodeCode Available | 2 | 5 |
| Data-Driven Parametrization of Molecular Mechanics Force Fields for Expansive Chemical Space Coverage | Aug 23, 2024 | Computational EfficiencyDrug Discovery | CodeCode Available | 2 | 5 |
| ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment | Feb 16, 2024 | Entity AlignmentGraph Neural Network | CodeCode Available | 2 | 5 |
