Node Classification on CiteSeer (0.5% label rate)
63.7Accuracytruncated Krylov
Evaluation results
| Method | Links | |
|---|---|---|
| truncated KrylovValidation Protocol=with validation2019.06 | 63.7 | |
| SnowballValidation Protocol=with validation2019.06 | 62.1 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 59.6 | |
| linear SnowballValidation Protocol=with validation2019.06 | 59.4 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 56.8 | |
| SnowballValidation Strategy=Without Validation2019.06 | 56.4 | |
| M3SValidation Strategy=Without Validation2019.06 | 56.1 | |
| AdaLNetValidation Protocol=with validation2019.06 | 53.8 | |
| AdaLanczosNetNumber of runs=102019.01 | 53.8 | |
| LNetValidation Protocol=with validation2019.06 | 53.2 | |
| LanczosNetNumber of runs=102019.01 | 53.2 | |
| DCNNValidation Protocol=with validation2019.06 | 53.1 | |
| DCNNNumber of runs=102019.01 | 53.1 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 53 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 51.5 | |
| GCNNumber of runs=102019.01 | 47.7 | |
| Co-training2018.01 | 47.3 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 47.3 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 47 | |
| Union2018.01 | 46.3 | |
| UnionValidation Strategy=Without Validation2019.06 | 46.3 | |
| ChebyValidation Protocol=with validation2019.06 | 45.3 | |
| ChebyNetNumber of runs=102019.01 | 45.3 | |
| GGNNValidation Protocol=with validation2019.06 | 44.3 | |
| GGNNNumber of runs=102019.01 | 44.3 | |
| GCN-FPValidation Protocol=with validation2019.06 | 43.9 | |
| GCN-FPNumber of runs=102019.01 | 43.9 | |
| GCN+V2018.01 | 43.6 | |
| GCNValidation Protocol=with validation2019.06 | 43.6 | |
| Self-training2018.01 | 43.3 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 43.3 | |
| Intersection2018.01 | 42.9 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 42.9 | |
| MPNNValidation Protocol=with validation2019.06 | 41.8 | |
| MPNNNumber of runs=102019.01 | 41.8 | |
| GATValidation Protocol=with validation2019.06 | 38.2 | |
| GATNumber of runs=102019.01 | 38.2 | |
| LP2018.01 | 34.8 | |
| LPValidation Strategy=Without Validation2019.06 | 34.8 | |
| GraphSAGEValidation Protocol=with validation2019.06 | 33.8 | |
| GraphSAGENumber of runs=102019.01 | 33.8 | |
| GCN-V2018.01 | 33.4 | |
| GCNValidation Strategy=Without Validation2019.06 | 33.4 | |
| Cheby2018.01 | 31.7 | |
| ChebyValidation Strategy=Without Validation2019.06 | 31.7 |