Node Classification on Citeseer (test) (Accuracy under Uniform/Pair Noise)
61.63Accuracy (Uniform 20% Noise)LaT-IB
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LaT-IBMethod Group=Ours2025.12 | 61.63 | 55.17 | 58.93 | 46 | |
| RNCGLN+GIBMethod Group=Denoise + IB2025.12 | 60.9 | 52.83 | 55.77 | 46 | |
| GIB (LGCE)Method Group=Robust Loss2025.12 | 60.2 | 50.8 | 58.73 | 41.03 | |
| GIBMethod Group=ClassicIB2025.12 | 60 | 48.2 | 57.5 | 43.67 | |
| GIB (LSCE)Method Group=Robust Loss2025.12 | 58.83 | 50.93 | 59.1 | 41.4 | |
| CGNN+GIBMethod Group=Denoise + IB2025.12 | 57.53 | 45.73 | 54.43 | 41.57 | |
| IS-GIBMethod Group=Improved IB2025.12 | 55.73 | 39.03 | 54.9 | 40.13 | |
| CurvGIBMethod Group=Improved IB2025.12 | 49.8 | 46.2 | 48.77 | 38.7 |