Node Classification on Coauthor CS (semi-supervised inductive)
93.74AccuracyCAT-I-MF
Evaluation Results
| Method | Links | |
|---|---|---|
| CAT-I-MFlearning_setup=semi-supervised2021.02 | 93.74 | |
| CAT-I-SClearning_setup=semi-supervised2021.02 | 93.7 | |
| SGClearning_setup=semi-supervised2021.02 | 93.6 | |
| CAT-E-MFlearning_setup=semi-supervised2021.02 | 93.4 | |
| CAT-E-SClearning_setup=semi-supervised2021.02 | 93.3 | |
| GAT-NetMFlearning_setup=semi-supervised2021.02 | 93.16 | |
| GCN2MLPMessage aggregation from adjacent nodes in evaluation phase=false2021.06 | 93.13 | |
| GraphSAGElearning_setup=semi-supervised2021.02 | 93.06 | |
| GINlearning_setup=semi-supervised2021.02 | 93.03 | |
| GAT-Deeplearning_setup=semi-supervised2021.02 | 92.93 | |
| GATlearning_setup=semi-supervised2021.02 | 92.8 | |
| GAT-k-Laplearning_setup=semi-supervised2021.02 | 92.7 | |
| CoLinkDistMessage aggregation from adjacent nodes in evaluation phase=true2021.06 | 92.2 | |
| MoNetlearning_setup=semi-supervised2021.02 | 91.96 | |
| LinkDistMessage aggregation from adjacent nodes in evaluation phase=true2021.06 | 91.64 | |
| GCNlearning_setup=semi-supervised2021.02 | 91.54 | |
| CoLinkDistMLPMessage aggregation from adjacent nodes in evaluation phase=false2021.06 | 90.16 | |
| MLPMessage aggregation from adjacent nodes in evaluation phase=false2021.06 | 90.11 | |
| JKNetlearning_setup=semi-supervised2021.02 | 89.62 | |
| LinkDistMLPMessage aggregation from adjacent nodes in evaluation phase=false2021.06 | 89.2 | |
| APPNPlearning_setup=semi-supervised2021.02 | 89.16 | |
| GCNMessage aggregation from adjacent nodes in evaluation phase=true2021.06 | 88.21 | |
| ARMAlearning_setup=semi-supervised2021.02 | 86.28 |