Single-class Unlearning on CIFAR-10
100Retain Accuracy
Original Model
Updated 1mo ago
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
2025.03 | 100 | 100 | 97 | 95.31 | - | 99.08 | - | - | |
2025.03 | 100 | 0 | 0 | 95.2 | 96.09 | 0 | - | - | |
2025.03 | 100 | 0 | 0 | 95.03 | 96 | 0 | - | - | |
2025.03 | 99.99 | 0.34 | 0.3 | 94.98 | 95.83 | 0 | - | - | |
2025.03 | 99.92 | 0 | 0 | 94.94 | 95.96 | 0 | - | - | |
2025.03 | 99.73 | 0.84 | 0.1 | 93.91 | 95.38 | 0.02 | - | - | |
2025.03 | 99.58 | 1.04 | 0.6 | 93.21 | 94.78 | 0 | - | - | |
2025.03 | 99.53 | 0.12 | 0 | 93.83 | 95.39 | 0 | - | - | |
2025.03 | 96.49 | 12.36 | 8.6 | 90.02 | 89.2 | 7.56 | - | - | |
2025.03 | 92.23 | 1.98 | 18.8 | 87.13 | 82.42 | 0.52 | - | - | |
2026.06 | 90.92 | 0 | - | - | - | 29.8 | - | - | |
2026.06 | 90.76 | 75.9 | - | - | - | 20.4 | - | - | |
2025.03 | 90.74 | 11.32 | 15 | 79.37 | 80.66 | 0.86 | - | - | |
2025.03 | 90.66 | 0.1 | 1.6 | 82.18 | 88.3 | 0 | - | - | |
2026.06 | 90.63 | 90.2 | - | - | - | 91.4 | - | - | |
2025.03 | 90.34 | 0.28 | 4.5 | 84.56 | 88.35 | 0.22 | - | - | |
2026.05 | 89.7 | - | - | - | - | - | - | 0 | |
2026.05 | 89.7 | - | - | - | - | - | - | 48.5 | |
2026.05 | 89.6 | - | - | - | - | - | - | 88.2 | |
2026.06 | 88.11 | 0 | - | - | - | 0 | - | - | |
2025.03 | 83.94 | 11.12 | 7.2 | 75.52 | 82.04 | 7.44 | - | - | |
2026.06 | 79.96 | 0.8 | - | - | - | 1.7 | - | - | |
2025.03 | 79.19 | 9.98 | 10.5 | 70.18 | 80.53 | 11.7 | - | - | |
2026.05 | 75.67 | 3.6 | - | - | 68.5 | - | 87.76 | - | |
2026.05 | 75.39 | 70.6 | - | - | 74.91 | - | - | - | |
2026.05 | 73.96 | 8.97 | - | - | 73.49 | - | 87.73 | - | |
2026.05 | 70.1 | - | - | - | - | - | - | 13.5 | |
2026.05 | 69.46 | 3.3 | - | - | 62.84 | - | 96.52 | - | |
2026.05 | 69.41 | 3.05 | - | - | 70.77 | - | 87.86 | - | |
2026.05 | 68.44 | 67.8 | - | - | 68.34 | - | 81.87 | - | |
2026.05 | 66.61 | 54.1 | - | - | 65.37 | - | - | - | |
2026.05 | 63.84 | 14.9 | - | - | 57.89 | - | 40.13 | - | |
2026.06 | 63.82 | 3.8 | - | - | - | 6.2 | - | - | |
2026.06 | 63.62 | 26.8 | - | - | - | 40 | - | - | |
2026.05 | 63.29 | 22.4 | - | - | 58.2 | - | 36.79 | - | |
2026.05 | 61.61 | 5.03 | - | - | 60.47 | - | 89.35 | - | |
2026.06 | 60.2 | 4.5 | - | - | - | 8.2 | - | - | |
2025.03 | 57.33 | 68.94 | 68.3 | 59.73 | 38.77 | 59.5 | - | - | |
2026.06 | 52.91 | 19.9 | - | - | - | 24 | - | - | |
2026.06 | 48.36 | 23.2 | - | - | - | 51.6 | - | - | |
2026.05 | 47.4 | - | - | - | - | - | - | 0 | |
2026.06 | 42.74 | 0 | - | - | - | 92.8 | - | - | |
2026.05 | 27.01 | 5.9 | - | - | 24.9 | - | 26.34 | - | |
2026.05 | 25.86 | 4.5 | - | - | 23.72 | - | 29 | - | |
2026.05 | 24.1 | - | - | - | - | - | - | 0 | |
2026.05 | 23.3 | - | - | - | - | - | - | 0 | |
2026.05 | 16.13 | 0 | - | - | 16.03 | - | 20.43 | - | |
2026.05 | 15.08 | 0 | - | - | 14.98 | - | 20.11 | - | |
2026.05 | 14.85 | 0 | - | - | 14.58 | - | 20.46 | - | |
2026.05 | 12.39 | 0 | - | - | 12.16 | - | 19.49 | - | |
2026.05 | 11.34 | 0.3 | - | - | 10.24 | - | 52.68 | - | |
2026.06 | 11.11 | 0 | - | - | - | 0 | - | - | |
2026.05 | 9 | - | - | - | - | - | - | 14.6 | |
2026.05 | 6.47 | 78.3 | - | - | 13.65 | - | 39.13 | - |