Node Classification on CiteSeer 1% label rate
68.4Accuracytruncated Krylov
Evaluation results
| Method | Links | |
|---|---|---|
| truncated KrylovValidation Protocol=with validation2019.06 | 68.4 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 66 | |
| linear SnowballValidation Protocol=with validation2019.06 | 65.9 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 65.4 | |
| SnowballValidation Strategy=Without Validation2019.06 | 65 | |
| SnowballValidation Protocol=with validation2019.06 | 64.2 | |
| AdaLNetValidation Protocol=with validation2019.06 | 63.3 | |
| AdaLanczosNetNumber of runs=102019.01 | 63.3 | |
| DCNNValidation Protocol=with validation2019.06 | 62.2 | |
| DCNNNumber of runs=102019.01 | 62.2 | |
| M3SValidation Strategy=Without Validation2019.06 | 62.1 | |
| LNetValidation Protocol=with validation2019.06 | 61.3 | |
| LanczosNetNumber of runs=102019.01 | 61.3 | |
| ChebyValidation Protocol=with validation2019.06 | 59.4 | |
| ChebyNetNumber of runs=102019.01 | 59.4 | |
| Union2018.01 | 59.1 | |
| Intersection2018.01 | 59.1 | |
| UnionValidation Strategy=Without Validation2019.06 | 59.1 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 59.1 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 58.5 | |
| GCNNumber of runs=102019.01 | 58.3 | |
| Self-training2018.01 | 58.1 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 58.1 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 57.8 | |
| GGNNValidation Protocol=with validation2019.06 | 56 | |
| GGNNNumber of runs=102019.01 | 56 | |
| Co-training2018.01 | 55.7 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 55.7 | |
| GCN+V2018.01 | 55.3 | |
| GCNValidation Protocol=with validation2019.06 | 55.3 | |
| GCN-FPValidation Protocol=with validation2019.06 | 54.3 | |
| MPNNValidation Protocol=with validation2019.06 | 54.3 | |
| GCN-FPNumber of runs=102019.01 | 54.3 | |
| MPNNNumber of runs=102019.01 | 54.3 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 52.4 | |
| GraphSAGEValidation Protocol=with validation2019.06 | 51 | |
| GraphSAGENumber of runs=102019.01 | 51 | |
| GCN-V2018.01 | 46.5 | |
| GCNValidation Strategy=Without Validation2019.06 | 46.5 | |
| GATValidation Protocol=with validation2019.06 | 46.5 | |
| GATNumber of runs=102019.01 | 46.5 | |
| Cheby2018.01 | 42.8 | |
| ChebyValidation Strategy=Without Validation2019.06 | 42.8 | |
| LP2018.01 | 40.2 | |
| LPValidation Strategy=Without Validation2019.06 | 40.2 |