Node Classification on Coauthor CS (semi-supervised transductive)
92.8AccuracyGAMLP(R)
Evaluation results
| Method | Links | |
|---|---|---|
| GAMLP(R)setting=transductive2022.06 | 92.8 | |
| GAMLP(JK)setting=transductive2022.06 | 92.6 | |
| GCN2MLPlearning_setup=semi-supervised, evaluation_mode=transductive, aggregates_messages_in_evaluation=false2021.06 | 92.49 | |
| GBPsetting=transductive2022.06 | 92.3 | |
| APPNPsetting=transductive2022.06 | 92.1 | |
| SIGNsetting=transductive2022.06 | 91.9 | |
| CoLinkDistlearning_setup=semi-supervised, evaluation_mode=transductive, aggregates_messages_in_evaluation=true2021.06 | 91.88 | |
| AP-GCNsetting=transductive2022.06 | 91.6 | |
| S2GCsetting=transductive2022.06 | 91.6 | |
| LinkDistlearning_setup=semi-supervised, evaluation_mode=transductive, aggregates_messages_in_evaluation=true2021.06 | 90.94 | |
| GCNsetting=transductive2022.06 | 90.7 | |
| CoLinkDistMLPlearning_setup=semi-supervised, evaluation_mode=transductive, aggregates_messages_in_evaluation=false2021.06 | 90.66 | |
| SGCsetting=transductive2022.06 | 90.3 | |
| MLPlearning_setup=semi-supervised, evaluation_mode=transductive, aggregates_messages_in_evaluation=false2021.06 | 90.11 | |
| LinkDistMLPlearning_setup=semi-supervised, evaluation_mode=transductive, aggregates_messages_in_evaluation=false2021.06 | 89.83 | |
| JK-Netsetting=transductive2022.06 | 89.5 | |
| GCNlearning_setup=semi-supervised, evaluation_mode=transductive, aggregates_messages_in_evaluation=true2021.06 | 87.93 | |
| ResGCNsetting=transductive2022.06 | 87.9 | |
| GATsetting=transductive2022.06 | 87.4 |