Node Classification on Cora (0.5% label rate)
0.739Accuracytruncated Krylov
Evaluation Results
| Method | Links | |
|---|---|---|
| truncated KrylovValidation Protocol=with validation2019.06 | 0.739 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 0.73 | |
| SnowballValidation Protocol=with validation2019.06 | 0.73 | |
| linear SnowballValidation Protocol=with validation2019.06 | 0.7 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 0.695 | |
| SnowballValidation Strategy=Without Validation2019.06 | 0.672 | |
| MT-GCN2020.09 | 0.669 | |
| M3SValidation Strategy=Without Validation2019.06 | 0.615 | |
| M3S2020.09 | 0.615 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 0.611 | |
| MultiStage2020.09 | 0.611 | |
| AdaLNetValidation Protocol=with validation2019.06 | 0.608 | |
| AdaLanczosNetNumber of runs=102019.01 | 0.608 | |
| DCNNValidation Protocol=with validation2019.06 | 0.59 | |
| DCNNNumber of runs=102019.01 | 0.59 | |
| UnionLabel Rate=0.5%2018.01 | 0.585 | |
| UnionValidation Strategy=Without Validation2019.06 | 0.585 | |
| Union2020.09 | 0.585 | |
| LNetValidation Protocol=with validation2019.06 | 0.581 | |
| LanczosNetNumber of runs=102019.01 | 0.581 | |
| Co-trainingLabel Rate=0.5%2018.01 | 0.566 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 0.566 | |
| Co-training2020.09 | 0.566 | |
| LPLabel Rate=0.5%2018.01 | 0.564 | |
| LPValidation Strategy=Without Validation2019.06 | 0.564 | |
| LP2020.09 | 0.564 | |
| Self-trainingLabel Rate=0.5%2018.01 | 0.537 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 0.537 | |
| Self-training2020.09 | 0.537 | |
| GCNNumber of runs=102019.01 | 0.529 | |
| GCN+VLabel Rate=0.5%2018.01 | 0.509 | |
| GCNValidation Protocol=with validation2019.06 | 0.509 | |
| GCN+V2020.09 | 0.509 | |
| GCN-FPValidation Protocol=with validation2019.06 | 0.505 | |
| GCN-FPNumber of runs=102019.01 | 0.505 | |
| IntersectionLabel Rate=0.5%2018.01 | 0.497 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 0.497 | |
| Intersection2020.09 | 0.497 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 0.49 | |
| GGNNValidation Protocol=with validation2019.06 | 0.482 | |
| GGNNNumber of runs=102019.01 | 0.482 | |
| MPNNValidation Protocol=with validation2019.06 | 0.465 | |
| MPNNNumber of runs=102019.01 | 0.465 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 0.436 | |
| GCN-VLabel Rate=0.5%2018.01 | 0.426 | |
| GCNValidation Strategy=Without Validation2019.06 | 0.426 | |
| GCN-V2020.09 | 0.426 | |
| GATValidation Protocol=with validation2019.06 | 0.414 | |
| GATNumber of runs=102019.01 | 0.414 | |
| ChebyLabel Rate=0.5%2018.01 | 0.38 | |
| ChebyValidation Strategy=Without Validation2019.06 | 0.38 | |
| Chebyshev2020.09 | 0.38 | |
| GraphSAGEValidation Protocol=with validation2019.06 | 0.375 | |
| GraphSAGENumber of runs=102019.01 | 0.375 | |
| ChebyValidation Protocol=with validation2019.06 | 0.339 | |
| ChebyNetNumber of runs=102019.01 | 0.339 |