Node Classification on Pubmed 20% pair noise (test)
0.806AccuracyICGNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ICGNNYear=2025, Backbone=GCN2026.01 | 0.806 | — | |
| ICGNNNoise Type=Pair, Noise Rate=20%2026.01 | 0.806 | — | |
| RTGNNYear=2023, Backbone=GCN2026.01 | 0.804 | — | |
| CR-GNNYear=2024, Backbone=GCN2026.01 | 0.801 | — | |
| ForwardYear=2017, Backbone=GCN2026.01 | 0.796 | — | |
| NRGNNYear=2021, Backbone=GCN2026.01 | 0.792 | — | |
| CGNNYear=2023, Backbone=GCN2026.01 | 0.786 | — | |
| Coteaching+Year=2019, Backbone=GCN2026.01 | 0.785 | — | |
| GCNYear=2017, Backbone=GCN2026.01 | 0.78 | — | |
| DND-NETYear=2024, Backbone=GCN2026.01 | 0.778 | — | |
| ProConYear=2025, Backbone=GCN2026.01 | 0.768 | — | |
| LaT-IBCategory=Ours2025.12 | 0.7303 | — | |
| PIGNNNoise Type=Pair, Noise Rate=20%2026.01 | 0.721 | — | |
| UnionNETNoise Type=Pair, Noise Rate=20%2026.01 | 0.714 | — | |
| CGNN+GIBCategory=Denoise + IB2025.12 | 0.6977 | — | |
| CLNodeNoise Type=Pair, Noise Rate=20%2026.01 | 0.696 | — | |
| CPNoise Type=Pair, Noise Rate=20%2026.01 | 0.686 | — | |
| GIB (L_SCE)Category=Robust Loss2025.12 | 0.6823 | — | |
| RNCGLN+GIBCategory=Denoise + IB2025.12 | 0.682 | — | |
| D-GNNNoise Type=Pair, Noise Rate=20%2026.01 | 0.672 | — | |
| IS-GIBCategory=Improved IB2025.12 | 0.625 | — | |
| CurvGIBCategory=Improved IB2025.12 | 0.6207 | — | |
| GIBCategory=Classic2025.12 | 0.613 | — | |
| GIB (L_GCE)Category=Robust Loss2025.12 | 0.5533 | — | |
| ICGNNNoise Type=Pair, Noise Rate=20%, Backbone=GCN2026.01 | — | 0.105 |