Continual Learning on CS 0% noise
97.29AccuracyUFO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UFOBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 97.29 | 1.3 | |
| JointBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 97 | — | |
| DSLRBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 96.47 | 2.01 | |
| ERGNNBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 94.4 | 3.26 | |
| TFRBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 94.11 | 3.43 | |
| DMSGBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 93.87 | 4.24 | |
| CLNodeBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 93.84 | 3.84 | |
| LwFBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 92.51 | 5.49 | |
| TSSBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 79.62 | 14.29 | |
| SCEBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 78.9 | 22.48 | |
| Bare modelBackbone=GCN, Hidden Dimension=256, Optimizer=Adam, Learning Rate=0.005, Epochs=200, Noise Type=pair flipping noise2026.05 | 61.22 | 45.55 |