Node Classification on PubMed 0.03% labels
71.1Accuracytruncated Krylov
Evaluation results
| Method | Links | |
|---|---|---|
| truncated KrylovValidation Protocol=with validation2019.06 | 71.1 | |
| SnowballValidation Protocol=with validation2019.06 | 70.8 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 69.1 | |
| linear SnowballValidation Protocol=with validation2019.06 | 68.1 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 64.1 | |
| SnowballValidation Strategy=Without Validation2019.06 | 62.9 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 62.2 | |
| LPValidation Strategy=Without Validation2019.06 | 61.4 | |
| AdaLNetValidation Protocol=with validation2019.06 | 61 | |
| AdaLanczosNetNumber of runs=102019.01 | 61 | |
| DCNNValidation Protocol=with validation2019.06 | 60.9 | |
| DCNNNumber of runs=102019.01 | 60.9 | |
| LNetValidation Protocol=with validation2019.06 | 60.4 | |
| LanczosNetNumber of runs=102019.01 | 60.4 | |
| M3SValidation Strategy=Without Validation2019.06 | 59.2 | |
| UnionValidation Strategy=Without Validation2019.06 | 58.4 | |
| GCNValidation Protocol=with validation2019.06 | 57.9 | |
| GCNNumber of runs=102019.01 | 57.9 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 57.4 | |
| GCN-FPValidation Protocol=with validation2019.06 | 56.2 | |
| GCN-FPNumber of runs=102019.01 | 56.2 | |
| GGNNValidation Protocol=with validation2019.06 | 55.8 | |
| GGNNNumber of runs=102019.01 | 55.8 | |
| MPNNValidation Protocol=with validation2019.06 | 53.9 | |
| MPNNNumber of runs=102019.01 | 53.9 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 53.3 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 52.1 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 52 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 51.9 | |
| GATValidation Protocol=with validation2019.06 | 50.9 | |
| GATNumber of runs=102019.01 | 50.9 | |
| GCNValidation Strategy=Without Validation2019.06 | 46.4 | |
| GraphSAGEValidation Protocol=with validation2019.06 | 45.4 | |
| GraphSAGENumber of runs=102019.01 | 45.4 | |
| ChebyValidation Protocol=with validation2019.06 | 45.3 | |
| ChebyNetNumber of runs=102019.01 | 45.3 | |
| ChebyValidation Strategy=Without Validation2019.06 | 40.4 |