Machine Unlearning on CIFAR-100 (test) using OOD MIA Metrics
53.2Efficacy AUC
Retrain
Updated 4d ago
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.02 | 53.2 | 96.8 | 48.1 | 92.1 | 32.1 | 64.2 | 88.1 | 60.3 | 84.2 | 64.2 | 92 | 88.1 | 41.5 | 73.8 | 67.6 | |
2026.02 | 55 | 94.9 | 40.1 | 89.9 | 36.1 | 60.2 | 92.2 | 57.4 | 87.3 | 61.6 | 95 | 87.1 | 43.9 | 71.2 | 70.9 | |
2026.02 | 56.1 | 93.5 | 37.6 | 88.7 | 38.8 | 57.9 | 93.3 | 55.1 | 89.3 | 59.2 | 96.1 | 86.8 | 45.2 | 69.5 | 72.5 | |
2026.02 | 57.2 | 91.8 | 30.8 | 86.3 | 40.4 | 56.3 | 94.1 | 53.7 | 90.5 | 57.8 | 97.1 | 84.2 | 47.8 | 67.7 | 74 | |
2026.02 | 75.2 | 79.2 | 73.1 | 96.1 | 18.5 | 78.5 | 76.2 | 90.2 | 51.5 | 84.2 | 67.5 | 87.8 | 54.6 | 87.4 | 53.9 | |
2026.02 | 75.4 | 71.5 | 72.8 | 98.1 | 7.9 | 78.5 | 72.5 | 93.5 | 31.8 | 80.4 | 74.1 | 89 | 44.8 | 88 | 46.5 | |
2026.02 | 77.2 | 76.5 | 71.5 | 98.5 | 5.1 | 78.4 | 72.6 | 94.8 | 24.5 | 82.5 | 71.5 | 87.6 | 49.2 | 88.5 | 44.8 | |
2026.02 | 79.5 | 67.1 | 73.8 | 95.2 | 23 | 78.5 | 75 | 84.1 | 64.9 | 88.2 | 53.6 | 85.2 | 65.6 | 86.2 | 56.8 | |
2026.02 | 84.9 | 85 | 73.9 | 99.3 | 2.6 | 80.9 | 68.7 | 95 | 21.9 | 81.4 | 72.9 | 90.1 | 39 | 89.3 | 41 | |
2026.02 | 87.1 | 82.3 | 74.5 | 99.3 | 2.6 | 80.9 | 68.7 | 95 | 21.9 | 81.4 | 72.9 | 90.1 | 39 | 89.3 | 41 | |
2026.02 | 87.1 | 83.5 | 74.5 | 99.4 | 2.6 | 80.9 | 68.7 | 95 | 21.9 | 81.4 | 72.9 | 90.1 | 39 | 89.4 | 41 | |
2026.02 | 87.5 | 84.1 | 75.6 | 99.3 | 2.6 | 80.9 | 68.7 | 95 | 21.9 | 81.4 | 72.9 | 90.1 | 39 | 89.3 | 41 | |
2026.02 | 89.5 | 46.8 | 73.2 | 97.4 | 4.6 | 78.5 | 71.8 | 93.8 | 28.1 | 83.5 | 68.2 | 89.9 | 41 | 88.6 | 42.7 | |
2026.02 | 90.2 | 47.5 | 75.6 | 98.1 | 4.8 | 79.8 | 71.8 | 94.6 | 25.8 | 84.5 | 66.5 | 89.6 | 45.5 | 89.3 | 42.9 | |
2026.02 | 90.8 | 47.8 | 75.4 | 98.6 | 4.8 | 79.1 | 71.9 | 94.5 | 25.8 | 84.5 | 66.6 | 89.6 | 45.6 | 89.3 | 42.9 | |
2026.02 | 90.8 | 45.8 | 75.8 | 98.8 | 4.3 | 80.5 | 68.9 | 94.4 | 25.7 | 88.8 | 49.2 | 89.2 | 47.5 | 90.3 | 39.1 | |
2026.02 | 91 | 42.1 | 75.3 | 99.3 | 2.6 | 80.2 | 68.5 | 95.1 | 22 | 85.1 | 66 | 91.2 | 39.6 | 89.9 | 41.2 | |
2026.02 | 91.9 | 41.5 | 76.5 | 99.4 | 2.3 | 81.6 | 67.5 | 96 | 18.9 | 88.5 | 48.5 | 89.9 | 44.5 | 91.1 | 36.3 | |
2026.02 | 92.1 | 38.5 | 75.4 | 99.4 | 2.3 | 79.5 | 67.5 | 96.5 | 18 | 81.5 | 75 | 90.9 | 39.5 | 89.6 | 40.5 | |
2026.02 | 92.8 | 39.2 | 74.9 | 98.9 | 3.1 | 80.3 | 68.5 | 95.5 | 21.8 | 84 | 67.5 | 91.3 | 38.8 | 90 | 40 |