Node Classification on CoraFull (train val test)
69.54AccuracyGPN (FGSAM)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPN (FGSAM)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM, Shot Setting=5N3K2024.10 | 69.54 | 2.33 | |
| GPN (FGSAM+)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM+, Shot Setting=5N3K2024.10 | 69.4 | 1.62 | |
| GPN (LookSAM)Baseline=GPN, Backbone=GNN, Optimizer=LookSAM, Shot Setting=5N3K2024.10 | 68.38 | 2.91 | |
| GPN (AE-SAM)Baseline=GPN, Backbone=GNN, Optimizer=AE-SAM, Shot Setting=5N3K2024.10 | 67.48 | 2.93 | |
| GPN (ESAM)Baseline=GPN, Backbone=GNN, Optimizer=ESAM, Shot Setting=5N3K2024.10 | 67.32 | 3.75 | |
| GPN (SAM)Baseline=GPN, Backbone=GNN, Optimizer=SAM, Shot Setting=5N3K2024.10 | 67.28 | 3.68 | |
| PeerMLP (SAM)Baseline=PeerMLP, Backbone=MLP, Optimizer=SAM, Shot Setting=5N3K2024.10 | 66.18 | 0.74 | |
| PeerMLP (Adam)Baseline=PeerMLP, Backbone=MLP, Optimizer=Adam, Shot Setting=5N3K2024.10 | 65.8 | 0.45 | |
| GPN (Adam)Baseline=GPN, Backbone=GNN, Optimizer=Adam, Shot Setting=5N3K2024.10 | 65.23 | 1.84 | |
| GPN (FGSAM)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM, Shot Setting=10N3K2024.10 | 57.85 | 2.4 | |
| GPN (FGSAM+)Baseline=GPN, Backbone=GNN, Optimizer=FGSAM+, Shot Setting=10N3K2024.10 | 57.74 | 2.06 | |
| GPN (SAM)Baseline=GPN, Backbone=GNN, Optimizer=SAM, Shot Setting=10N3K2024.10 | 55.06 | 3.55 | |
| GPN (LookSAM)Baseline=GPN, Backbone=GNN, Optimizer=LookSAM, Shot Setting=10N3K2024.10 | 54.26 | 2.85 | |
| GPN (ESAM)Baseline=GPN, Backbone=GNN, Optimizer=ESAM, Shot Setting=10N3K2024.10 | 53.99 | 3.6 | |
| PeerMLP (SAM)Baseline=PeerMLP, Backbone=MLP, Optimizer=SAM, Shot Setting=10N3K2024.10 | 51.69 | 1.01 | |
| GPN (AE-SAM)Baseline=GPN, Backbone=GNN, Optimizer=AE-SAM, Shot Setting=10N3K2024.10 | 51.27 | 2.81 | |
| GPN (Adam)Baseline=GPN, Backbone=GNN, Optimizer=Adam, Shot Setting=10N3K2024.10 | 50.48 | 1.87 | |
| PeerMLP (Adam)Baseline=PeerMLP, Backbone=MLP, Optimizer=Adam, Shot Setting=10N3K2024.10 | 49.87 | 0.43 |