Semi-supervised Node Classification on Pubmed
88.48AccuracyGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| GCNLabel Rate=60%2023.05 | 88.48 | |
| SRGNNLabel Rate=60%2023.05 | 88.32 | |
| LPSL_APPNPLabel Rate=60%2023.05 | 87.96 | |
| LPSL_GCNLabel Rate=60%2023.05 | 87.75 | |
| APPNPLabel Rate=60%2023.05 | 87.56 | |
| GRADELabel Rate=60%2023.05 | 86.9 | |
| CAT-I-SClearning_setup=semi-supervised2021.02 | 84.28 | |
| CAT-E-SClearning_setup=semi-supervised2021.02 | 84.02 | |
| CAT-I-MFlearning_setup=semi-supervised2021.02 | 83.9 | |
| CAT-E-MFlearning_setup=semi-supervised2021.02 | 83.6 | |
| APPNPlearning_setup=semi-supervised2021.02 | 82.62 | |
| GAT-k-Laplearning_setup=semi-supervised2021.02 | 82.56 | |
| SGClearning_setup=semi-supervised2021.02 | 82.42 | |
| GAT-NetMFlearning_setup=semi-supervised2021.02 | 81.9 | |
| GATlearning_setup=semi-supervised2021.02 | 81.5 | |
| GINlearning_setup=semi-supervised2021.02 | 80.76 | |
| GAT-Deeplearning_setup=semi-supervised2021.02 | 80.13 | |
| JKNetlearning_setup=semi-supervised2021.02 | 79.88 | |
| MoNetlearning_setup=semi-supervised2021.02 | 79.78 | |
| GCNlearning_setup=semi-supervised2021.02 | 79.66 | |
| APPNPhop=102022.04 | 79.6 | |
| DAGNNhop=102022.04 | 79.6 | |
| GTANhop=102022.04 | 79.6 | |
| Graphitefeatures=true, learning_type=semi-supervised2018.03 | 79.3 | |
| LPSL_APPNPLabel Rate=202023.05 | 79.26 | |
| GTCNhop=102022.04 | 79.2 | |
| GraphSAGElearning_setup=semi-supervised2021.02 | 79.04 | |
| GCNTraining time (s)=38s, Evaluation split protocol=fixed2016.09 | 79 | |
| GCNfeatures=true, learning_type=semi-supervised2018.03 | 79 | |
| GCNhop=22022.04 | 79 | |
| APPNPLabel Rate=202023.05 | 78.93 | |
| LPSL_GCNLabel Rate=202023.05 | 78.75 | |
| GAThop=22022.04 | 77.6 | |
| GCNLabel Rate=202023.05 | 77.43 | |
| Planetoid*Training time (s)=25s, Evaluation split protocol=fixed2016.09 | 77.2 | |
| Planetoidfeatures=true, learning_type=semi-supervised2018.03 | 77.2 | |
| SRGNNLabel Rate=202023.05 | 77.09 | |
| Tree-LSTMhop=22022.04 | 76.6 | |
| ARMAlearning_setup=semi-supervised2021.02 | 76.46 | |
| LPSL_APPNPLabel Rate=102023.05 | 76.18 | |
| LPSL_GCNLabel Rate=102023.05 | 75.67 | |
| APPNPLabel Rate=102023.05 | 75.53 | |
| GRADELabel Rate=202023.05 | 75.12 | |
| ICA2016.09 | 73.9 | |
| ICAfeatures=true, learning_type=semi-supervised2018.03 | 73.9 | |
| LPSL_APPNPLabel Rate=52023.05 | 73.57 | |
| LPSL_GCNLabel Rate=52023.05 | 73.46 | |
| GRADELabel Rate=102023.05 | 73.31 | |
| GCNLabel Rate=102023.05 | 72.79 | |
| SRGNNLabel Rate=102023.05 | 72.69 | |
| APPNPLabel Rate=52023.05 | 72.68 | |
| SemiEmb2016.09 | 71.1 | |
| SemiEmbfeatures=true, learning_type=semi-supervised2018.03 | 71.1 | |
| ManiReg2016.09 | 70.7 | |
| GCNLabel Rate=52023.05 | 69.76 | |
| SRGNNLabel Rate=52023.05 | 69.38 | |
| GRADELabel Rate=52023.05 | 66.9 | |
| DeepWalk2016.09 | 65.3 | |
| DeepWalkfeatures=true, learning_type=semi-supervised2018.03 | 65.3 | |
| LP2016.09 | 63 |