Class Unlearning on CIFAR-10 (Accuracy, MIA, and Gap Metrics)
100Retain Accuracy
Original
Updated 5d ago
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
2026.01 | 100 | 0 | 94.71 | 7.87 | 48.24 | |
2026.01 | 100 | 100 | 93.89 | 100 | 0 | |
2026.01 | 100 | 0.06 | 94.57 | 38.43 | 40.55 | |
2026.01 | 100 | 65.27 | 95.09 | 100 | 8.98 | |
2026.01 | 99.98 | 0.09 | 94.33 | 29.27 | 42.78 | |
2026.01 | 99.93 | 57.19 | 94.3 | 86.8 | 14.12 | |
2026.01 | 99.91 | 20.84 | 94.4 | 96.43 | 20.83 | |
2026.01 | 99.8 | 95.52 | 93.93 | 97.9 | 1.7 | |
2026.01 | 98.38 | 100 | 92.15 | 100 | 0.84 | |
2026.01 | 95.51 | 93.6 | 88.6 | 96.47 | 4.93 | |
2025.12 | 94.83 | - | 0 | 100 | - | |
2025.12 | 94.74 | - | 94.42 | 0.02 | - | |
2025.12 | 94.39 | - | 0.32 | 96.35 | - | |
2025.12 | 94.28 | - | 0 | 97.65 | - | |
2025.12 | 94.17 | - | 0 | 97.2 | - | |
2025.12 | 93.57 | - | 0 | 95.87 | - | |
2025.12 | 93.45 | - | 0 | 100 | - | |
2025.12 | 93.21 | - | 0.9 | 100 | - | |
2026.01 | 93.15 | 100 | 86.16 | 100 | 3.51 | |
2026.04 | 93.01 | - | - | - | - | |
2026.04 | 92.81 | - | - | - | - | |
2025.12 | 92.68 | - | 92.14 | 0 | - | |
2025.12 | 92.59 | - | 0 | 98.06 | - | |
2026.04 | 92.22 | - | - | - | - | |
2025.12 | 92.11 | - | 0 | 96.33 | - | |
2025.12 | 91.91 | - | 0 | 99.52 | - | |
2025.12 | 91.58 | - | 0 | 99.26 | - | |
2025.12 | 91.34 | - | 0 | 98.1 | - | |
2025.12 | 91.07 | - | 0 | 85.01 | - | |
2025.12 | 90.25 | - | 14.12 | 96.7 | - | |
2025.12 | 90.12 | - | 0.3 | 92.61 | - | |
2025.12 | 89.84 | - | 0 | 84.28 | - | |
2025.12 | 89.76 | - | 0 | 97.35 | - | |
2025.12 | 89.33 | - | 0 | 96.94 | - | |
2025.12 | 89.15 | - | 0 | 96.82 | - | |
2025.12 | 87.86 | - | 0 | 94.62 | - | |
2025.12 | 87.68 | - | 0 | 85.91 | - | |
2025.12 | 87.32 | - | 0 | 85.94 | - | |
2025.12 | 87.26 | - | 14.4 | 97.1 | - | |
2025.12 | 85.6 | - | 0 | 96.53 | - | |
2025.12 | 85.57 | - | 0 | 94.07 | - | |
2025.12 | 84.74 | - | 0 | 94.99 | - | |
2026.04 | 1.14 | - | - | - | - | |
2026.04 | 0.95 | - | - | - | - | |
2026.04 | 0.82 | - | - | - | - | |
2026.04 | 0.81 | - | - | - | - | |
2026.04 | 0.73 | - | - | - | - | |
2026.04 | 0.72 | - | - | - | - | |
2026.04 | 0.63 | - | - | - | - | |
2026.04 | 0.59 | - | - | - | - | |
2026.04 | 0.52 | - | - | - | - | |
2026.04 | 0.49 | - | - | - | - | |
2026.04 | 0.39 | - | - | - | - | |
2026.04 | 0.19 | - | - | - | - | |
2026.04 | 0.16 | - | - | - | - | |
2026.04 | -0.2 | - | - | - | - | |
2026.04 | -1.1 | - | - | - | - | |
2026.04 | -1.14 | - | - | - | - | |
2026.04 | -1.45 | - | - | - | - | |
2026.04 | -2.18 | - | - | - | - |