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| TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning | May 17, 2021 | Contrastive LearningGraph Learning | CodeCode Available | 1 |
| Improving Graph Neural Networks with Simple Architecture Design | May 17, 2021 | feature selectionGraph Neural Network | CodeCode Available | 1 |
| Learning Unknown from Correlations: Graph Neural Network for Inter-novel-protein Interaction Prediction | May 14, 2021 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation Extraction | May 8, 2021 | Graph Neural NetworkJoint Entity and Relation Extraction | CodeCode Available | 1 |
| LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface | May 5, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Fusing Higher-order Features in Graph Neural Networks for Skeleton-based Action Recognition | May 4, 2021 | Action RecognitionGraph Neural Network | CodeCode Available | 1 |
| An effective self-supervised framework for learning expressive molecular global representations to drug discovery | May 3, 2021 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity | May 2, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network | Apr 26, 2021 | Graph Neural NetworkTraffic Prediction | CodeCode Available | 1 |