| Combining Label Propagation and Simple Models Out-performs Graph Neural Networks | Oct 27, 2020 | Node ClassificationNode Classification on Non-Homophilic (Heterophilic) Graphs | CodeCode Available | 1 | 5 |
| Decoupling the Depth and Scope of Graph Neural Networks | Jan 19, 2022 | Link PredictionNode Classification | CodeCode Available | 1 | 5 |
| Residual Network and Embedding Usage: New Tricks of Node Classification with Graph Convolutional Networks | May 18, 2021 | Node ClassificationNode Property Prediction | CodeCode Available | 1 | 5 |
| Scalable and Adaptive Graph Neural Networks with Self-Label-Enhanced training | Apr 19, 2021 | Node Property Prediction | CodeCode Available | 1 | 5 |
| Scalable Graph Neural Networks for Heterogeneous Graphs | Nov 19, 2020 | Heterogeneous Node ClassificationNode Property Prediction | CodeCode Available | 1 | 5 |
| Semi-Supervised Classification with Graph Convolutional Networks | Sep 9, 2016 | Document ClassificationDrug Discovery | CodeCode Available | 1 | 5 |
| SIGN: Scalable Inception Graph Neural Networks | Apr 23, 2020 | Graph Representation LearningGraph Sampling | CodeCode Available | 1 | 5 |
| Simple and Deep Graph Convolutional Networks | Jul 4, 2020 | Graph ClassificationGraph Regression | CodeCode Available | 1 | 5 |
| Simple and Efficient Heterogeneous Graph Neural Network | Jul 6, 2022 | Graph Neural NetworkHeterogeneous Node Classification | CodeCode Available | 1 | 5 |
| Spectral Heterogeneous Graph Convolutions via Positive Noncommutative Polynomials | May 31, 2023 | Graph LearningNode Classification | CodeCode Available | 1 | 5 |
