Continual Learning on CS 30% noise
77.7AccuracyUFO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UFOBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 77.7 | 0.84 | |
| DMSGBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 74.68 | 4.32 | |
| JointBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 73.01 | — | |
| DSLRBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 65.78 | 5.04 | |
| LwFBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 62.28 | 4.27 | |
| ERGNNBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 60.26 | 15.5 | |
| SCEBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 54.99 | 27.48 | |
| TSSBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 49.41 | 31.95 | |
| CLNodeBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 48.17 | 58.73 | |
| TFRBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 42.09 | 38.35 | |
| Bare modelBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 41.59 | 31.36 |