Node Classification on Cora 1% label rate
77.4Accuracytruncated Krylov
Evaluation results
| Method | Links | |
|---|---|---|
| truncated KrylovValidation Protocol=with validation2019.06 | 77.4 | |
| SnowballValidation Protocol=with validation2019.06 | 76.8 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 75.5 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 74.1 | |
| SnowballValidation Strategy=Without Validation2019.06 | 73.5 | |
| linear SnowballValidation Protocol=with validation2019.06 | 73.1 | |
| MT-GCN2020.09 | 73.1 | |
| UnionLabel Rate=1%2018.01 | 69.9 | |
| UnionValidation Strategy=Without Validation2019.06 | 69.9 | |
| Union2020.09 | 69.9 | |
| AdaLNetValidation Protocol=with validation2019.06 | 67.5 | |
| AdaLanczosNetNumber of runs=102019.01 | 67.5 | |
| M3SValidation Strategy=Without Validation2019.06 | 67.2 | |
| M3S2020.09 | 67.2 | |
| Co-trainingLabel Rate=1%2018.01 | 66.4 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 66.4 | |
| DCNNValidation Protocol=with validation2019.06 | 66.4 | |
| DCNNNumber of runs=102019.01 | 66.4 | |
| Co-training2020.09 | 66.4 | |
| Self-trainingLabel Rate=1%2018.01 | 66.1 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 66.1 | |
| LNetValidation Protocol=with validation2019.06 | 66.1 | |
| LanczosNetNumber of runs=102019.01 | 66.1 | |
| Self-training2020.09 | 66.1 | |
| IntersectionLabel Rate=1%2018.01 | 65 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 65 | |
| Intersection2020.09 | 65 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 63.7 | |
| MultiStage2020.09 | 63.7 | |
| LPLabel Rate=1%2018.01 | 62.3 | |
| GCN+VLabel Rate=1%2018.01 | 62.3 | |
| LPValidation Strategy=Without Validation2019.06 | 62.3 | |
| GCNValidation Protocol=with validation2019.06 | 62.3 | |
| LP2020.09 | 62.3 | |
| GCN+V2020.09 | 62.3 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 61.8 | |
| GCNNumber of runs=102019.01 | 61 | |
| GGNNValidation Protocol=with validation2019.06 | 60.5 | |
| GGNNNumber of runs=102019.01 | 60.5 | |
| GCN-FPValidation Protocol=with validation2019.06 | 59.6 | |
| GCN-FPNumber of runs=102019.01 | 59.6 | |
| GCN-VLabel Rate=1%2018.01 | 56.9 | |
| GCNValidation Strategy=Without Validation2019.06 | 56.9 | |
| GCN-V2020.09 | 56.9 | |
| MPNNValidation Protocol=with validation2019.06 | 56.7 | |
| MPNNNumber of runs=102019.01 | 56.7 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 53.9 | |
| ChebyLabel Rate=1%2018.01 | 52 | |
| ChebyValidation Strategy=Without Validation2019.06 | 52 | |
| Chebyshev2020.09 | 52 | |
| GraphSAGEValidation Protocol=with validation2019.06 | 49 | |
| GraphSAGENumber of runs=102019.01 | 49 | |
| GATValidation Protocol=with validation2019.06 | 48.6 | |
| GATNumber of runs=102019.01 | 48.6 | |
| ChebyValidation Protocol=with validation2019.06 | 44.2 | |
| ChebyNetNumber of runs=102019.01 | 44.2 |