Node Classification on PubMed 0.05% labels
73.2AccuracySnowball
Evaluation results
| Method | Links | |
|---|---|---|
| SnowballValidation Protocol=with validation2019.06 | 73.2 | |
| truncated KrylovValidation Protocol=with validation2019.06 | 72.9 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 71.8 | |
| linear SnowballValidation Protocol=with validation2019.06 | 70 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 69.5 | |
| LNetValidation Protocol=with validation2019.06 | 68.8 | |
| LanczosNetNumber of runs=102019.01 | 68.8 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 68.3 | |
| SnowballValidation Strategy=Without Validation2019.06 | 68.3 | |
| DCNNValidation Protocol=with validation2019.06 | 66.7 | |
| DCNNNumber of runs=102019.01 | 66.7 | |
| LPValidation Strategy=Without Validation2019.06 | 66.4 | |
| AdaLNetValidation Protocol=with validation2019.06 | 66 | |
| AdaLanczosNetNumber of runs=102019.01 | 66 | |
| GCNValidation Protocol=with validation2019.06 | 64.6 | |
| GCNNumber of runs=102019.01 | 64.6 | |
| M3SValidation Strategy=Without Validation2019.06 | 64.4 | |
| UnionValidation Strategy=Without Validation2019.06 | 64 | |
| GGNNValidation Protocol=with validation2019.06 | 63.3 | |
| GGNNNumber of runs=102019.01 | 63.3 | |
| GCN-FPValidation Protocol=with validation2019.06 | 63.2 | |
| GCN-FPNumber of runs=102019.01 | 63.2 | |
| MPNNValidation Protocol=with validation2019.06 | 59.6 | |
| MPNNNumber of runs=102019.01 | 59.6 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 59.3 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 58.7 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 58.6 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 56.9 | |
| GraphSAGEValidation Protocol=with validation2019.06 | 53 | |
| GraphSAGENumber of runs=102019.01 | 53 | |
| GATValidation Protocol=with validation2019.06 | 50.4 | |
| GATNumber of runs=102019.01 | 50.4 | |
| GCNValidation Strategy=Without Validation2019.06 | 49.7 | |
| ChebyValidation Protocol=with validation2019.06 | 48.2 | |
| ChebyNetNumber of runs=102019.01 | 48.2 | |
| ChebyValidation Strategy=Without Validation2019.06 | 47.3 |