| 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 |
| gRNAde: Geometric Deep Learning for 3D RNA inverse design | May 24, 2023 | 3D geometryDeep Learning | CodeCode Available | 2 | 5 |
| Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data | May 8, 2024 | EEGGraph Classification | CodeCode Available | 2 | 5 |
| GNS: A generalizable Graph Neural Network-based simulator for particulate and fluid modeling | Nov 18, 2022 | Graph Neural Network | CodeCode Available | 2 | 5 |
| Gradformer: Graph Transformer with Exponential Decay | Apr 24, 2024 | Graph ClassificationGraph Neural Network | CodeCode Available | 2 | 5 |
| Relational Graph Transformer | May 16, 2025 | Graph Neural Network | CodeCode Available | 2 | 5 |
| Graph Neural Networks for Multimodal Single-Cell Data Integration | Mar 3, 2022 | Data IntegrationGraph Neural Network | CodeCode Available | 2 | 5 |
| A Generalist Neural Algorithmic Learner | Sep 22, 2022 | Graph Neural NetworkLearning to Execute | 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 |
