Continual Learning on CS 15% noise
91.33AccuracyUFO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UFOBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 91.33 | 0.81 | |
| JointBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 82.15 | — | |
| DSLRBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 81.85 | 6.7 | |
| DMSGBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 68.28 | 15.91 | |
| ERGNNBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 61.32 | 29.69 | |
| LwFBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 57.48 | 30.89 | |
| CLNodeBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 49.72 | 57.87 | |
| TSSBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 48.28 | 47.73 | |
| SCEBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 48.26 | 52.39 | |
| Bare modelBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 43.14 | 43.15 | |
| TFRBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 39.92 | 50.3 |