Node Classification on Cora 3% label rate
82.2Accuracytruncated Krylov
Evaluation results
| Method | Links | |
|---|---|---|
| truncated KrylovValidation Protocol=with validation2019.06 | 82.2 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 81.5 | |
| linear SnowballValidation Protocol=with validation2019.06 | 81 | |
| SnowballValidation Protocol=with validation2019.06 | 80.7 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 80.4 | |
| SnowballValidation Strategy=Without Validation2019.06 | 80 | |
| UnionLabel Rate=3%2018.01 | 78.5 | |
| UnionValidation Strategy=Without Validation2019.06 | 78.5 | |
| Union2020.09 | 78.5 | |
| MT-GCN2020.09 | 78.5 | |
| M3SValidation Strategy=Without Validation2019.06 | 77.8 | |
| M3S2020.09 | 77.8 | |
| AdaLNetValidation Protocol=with validation2019.06 | 77.7 | |
| AdaLanczosNetNumber of runs=102019.01 | 77.7 | |
| LNetValidation Protocol=with validation2019.06 | 77.3 | |
| Self-trainingLabel Rate=3%2018.01 | 77.2 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 77.2 | |
| Self-training2020.09 | 77.2 | |
| IntersectionLabel Rate=3%2018.01 | 77.1 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 77.1 | |
| Intersection2020.09 | 77.1 | |
| DCNNValidation Protocol=with validation2019.06 | 76.7 | |
| DCNNNumber of runs=102019.01 | 76.7 | |
| GCN+VLabel Rate=3%2018.01 | 76.5 | |
| GCNValidation Protocol=with validation2019.06 | 76.5 | |
| GCN+V2020.09 | 76.5 | |
| LanczosNetNumber of runs=102019.01 | 76.3 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 76.1 | |
| MultiStage2020.09 | 76.1 | |
| Co-trainingLabel Rate=3%2018.01 | 75.9 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 75.9 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 75.9 | |
| Co-training2020.09 | 75.9 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 75.6 | |
| GCN-VLabel Rate=3%2018.01 | 74.9 | |
| GCNValidation Strategy=Without Validation2019.06 | 74.9 | |
| GCN-V2020.09 | 74.9 | |
| GCNNumber of runs=102019.01 | 74 | |
| GGNNValidation Protocol=with validation2019.06 | 73.1 | |
| GGNNNumber of runs=102019.01 | 73.1 | |
| MPNNValidation Protocol=with validation2019.06 | 72 | |
| MPNNNumber of runs=102019.01 | 72 | |
| GCN-FPValidation Protocol=with validation2019.06 | 71.7 | |
| GCN-FPNumber of runs=102019.01 | 71.7 | |
| ChebyLabel Rate=3%2018.01 | 70.8 | |
| ChebyValidation Strategy=Without Validation2019.06 | 70.8 | |
| Chebyshev2020.09 | 70.8 | |
| LPLabel Rate=3%2018.01 | 67.5 | |
| LPValidation Strategy=Without Validation2019.06 | 67.5 | |
| LP2020.09 | 67.5 | |
| GraphSAGEValidation Protocol=with validation2019.06 | 64.2 | |
| GraphSAGENumber of runs=102019.01 | 64.2 | |
| ChebyValidation Protocol=with validation2019.06 | 62.1 | |
| ChebyNetNumber of runs=102019.01 | 62.1 | |
| SAGE+IGratio(%)=32026.03 | 61.6 | |
| GATValidation Protocol=with validation2019.06 | 56.8 | |
| GATNumber of runs=102019.01 | 56.8 | |
| SAGE+SMratio(%)=32026.03 | 54.6 | |
| SGCratio(%)=32026.03 | 39.7 | |
| GCNratio(%)=32026.03 | 39.3 | |
| DCIratio(%)=32026.03 | 34.8 | |
| SAGEratio(%)=32026.03 | 31.7 | |
| DLRGAEratio(%)=32026.03 | 28.5 | |
| GINratio(%)=32026.03 | 28.4 | |
| tsGCNratio(%)=32026.03 | 28.2 | |
| GATratio(%)=32026.03 | 20.7 |