Node Classification on DBLP (train val test)
80.1AccuracyGPN (FGSAM)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPN (FGSAM)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM, Shot Setting=5N3K2024.10 | 80.1 | 3.97 | |
| GPN (FGSAM+)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM+, Shot Setting=5N3K2024.10 | 80.02 | 2.43 | |
| GPN (AE-SAM)Baseline=GPN, Backbone=GNN, Optimizer=AE-SAM, Shot Setting=5N3K2024.10 | 79.84 | 5.17 | |
| GPN (SAM)Baseline=GPN, Backbone=GNN, Optimizer=SAM, Shot Setting=5N3K2024.10 | 79.44 | 6.76 | |
| GPN (LookSAM)Baseline=GPN, Backbone=GNN, Optimizer=LookSAM, Shot Setting=5N3K2024.10 | 79.24 | 5.29 | |
| GPN (ESAM)Baseline=GPN, Backbone=GNN, Optimizer=ESAM, Shot Setting=5N3K2024.10 | 77.58 | 6.83 | |
| PeerMLP (SAM)Baseline=PeerMLP, Backbone=MLP, Optimizer=SAM, Shot Setting=5N3K2024.10 | 77.2 | 0.71 | |
| PeerMLP (Adam)Baseline=PeerMLP, Backbone=MLP, Optimizer=Adam, Shot Setting=5N3K2024.10 | 76.41 | 0.39 | |
| GPN (Adam)Baseline=GPN, Backbone=GNN, Optimizer=Adam, Shot Setting=5N3K2024.10 | 76.05 | 3.26 | |
| GPN (LookSAM)Baseline=GPN, Backbone=GNN, Optimizer=LookSAM, Shot Setting=10N3K2024.10 | 69.32 | 5.29 | |
| GPN (FGSAM+)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM+, Shot Setting=10N3K2024.10 | 68.94 | 2.59 | |
| GPN (FGSAM)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM, Shot Setting=10N3K2024.10 | 68.5 | 4.03 | |
| GPN (SAM)Baseline=GPN, Backbone=GNN, Optimizer=SAM, Shot Setting=10N3K2024.10 | 67.88 | 6.76 | |
| GPN (AE-SAM)Baseline=GPN, Backbone=GNN, Optimizer=AE-SAM, Shot Setting=10N3K2024.10 | 67.23 | 5.24 | |
| GPN (ESAM)Baseline=GPN, Backbone=GNN, Optimizer=ESAM, Shot Setting=10N3K2024.10 | 66.54 | 6.83 | |
| GPN (Adam)Baseline=GPN, Backbone=GNN, Optimizer=Adam, Shot Setting=10N3K2024.10 | 65.41 | 3.29 | |
| PeerMLP (SAM)Baseline=PeerMLP, Backbone=MLP, Optimizer=SAM, Shot Setting=10N3K2024.10 | 65.39 | 0.76 | |
| PeerMLP (Adam)Baseline=PeerMLP, Backbone=MLP, Optimizer=Adam, Shot Setting=10N3K2024.10 | 65 | 0.47 |