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| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data | May 8, 2024 | EEGGraph Classification | CodeCode Available | 2 |
| Double Difference Earthquake Location with Graph Neural Networks | Oct 25, 2024 | Graph Neural Network | CodeCode Available | 2 |
| Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | Jun 23, 2022 | Graph AttentionGraph Neural Network | 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 |
| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning | May 31, 2023 | Decision MakingGeneral Knowledge | CodeCode Available | 2 |
| CHGNet: Pretrained universal neural network potential for charge-informed atomistic modeling | Feb 28, 2023 | Atomic ForcesGraph Neural Network | CodeCode Available | 2 |
| Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting | Jun 18, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 2 |
| ChemReasoner: Heuristic Search over a Large Language Model's Knowledge Space using Quantum-Chemical Feedback | Feb 15, 2024 | Computational chemistryGraph Neural Network | CodeCode Available | 2 |