Node Classification on DBLP 20% Uniform Noise (test)
80.1AccuracyICGNN
Evaluation results
| Method | Links | |
|---|---|---|
| ICGNNYear=2025, Backbone=GCN2026.01 | 80.1 | |
| NRGNNYear=2021, Backbone=GCN2026.01 | 79.3 | |
| CR-GNNYear=2024, Backbone=GCN2026.01 | 79.2 | |
| RTGNNYear=2023, Backbone=GCN2026.01 | 79 | |
| CGNNYear=2023, Backbone=GCN2026.01 | 78.9 | |
| ProConYear=2025, Backbone=GCN2026.01 | 77.2 | |
| DND-NETYear=2024, Backbone=GCN2026.01 | 77 | |
| Coteaching+Year=2019, Backbone=GCN2026.01 | 73.5 | |
| GIBModel=GIB2025.12 | 73.03 | |
| RNCGLN+GIBModel=RNCGLN+GIB2025.12 | 72.97 | |
| ForwardYear=2017, Backbone=GCN2026.01 | 72.4 | |
| GIB (LGCE)Model=GIB (LGCE)2025.12 | 72.03 | |
| LaT-IBModel=LaT-IB2025.12 | 71.13 | |
| GIB (LSCE)Model=GIB (LSCE)2025.12 | 71.1 | |
| GCNYear=2017, Backbone=GCN2026.01 | 71 | |
| CGNN+GIBModel=CGNN+GIB2025.12 | 67.67 | |
| CurvGIBModel=CurvGIB2025.12 | 64.63 | |
| IS-GIBModel=IS-GIB2025.12 | 42.93 |