Membership Inference Attack on CIFAR-10 (test)
1,038TPR@0.1%FPR
DeepLeak
Updated 7d ago
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
2026.01 | 1,038 | 78.6 | 91 | - | |
2026.01 | 1,038 | 78.6 | 91 | - | |
2026.01 | 1,026 | 75.1 | 81.5 | - | |
2026.01 | 1,026 | 75.1 | 81.5 | - | |
2026.01 | 678 | 63.5 | 73.2 | - | |
2026.01 | 678 | 63.5 | 73.2 | - | |
2026.01 | 670 | 70.3 | 86.2 | - | |
2026.01 | 670 | 70.3 | 86.2 | - | |
2026.01 | 504 | 71.1 | 85.7 | - | |
2026.01 | 504 | 71.1 | 85.7 | - | |
2026.01 | 488 | 79.3 | 86.1 | - | |
2026.01 | 488 | 79.3 | 86.1 | - | |
2026.01 | 410 | 65.2 | 75 | - | |
| 410 | 65.2 | 75 | - | ||
2026.01 | 400 | 64.4 | 75.1 | - | |
| 400 | 64.4 | 75.1 | - | ||
2026.01 | 390 | 65.6 | 74.5 | - | |
2026.01 | 390 | 65.6 | 75.1 | - | |
2026.01 | 390 | 63.2 | 75 | - | |
2026.01 | 390 | 65.2 | 75.5 | - | |
| 390 | 65.6 | 74.5 | - | ||
| 390 | 65.6 | 75.1 | - | ||
| 390 | 63.2 | 75 | - | ||
| 390 | 65.2 | 75.5 | - | ||
2026.01 | 380 | 65.6 | 75.7 | - | |
| 380 | 65.6 | 75.7 | - | ||
2026.01 | 95 | 63 | 65.1 | - | |
2026.01 | 95 | 63 | 65.1 | - | |
2026.01 | 30 | 59.4 | 63 | - | |
2026.01 | 30 | 61.4 | 65.4 | - | |
2026.01 | 30 | 59.4 | 63 | - | |
2026.01 | 30 | 61.4 | 65.4 | - | |
2026.01 | 20 | 60.7 | 64.2 | - | |
2026.01 | 20 | 61.6 | 63.8 | - | |
2026.01 | 20 | 62.1 | 65.9 | - | |
2026.01 | 20 | 60.7 | 61.8 | - | |
2026.01 | 20 | 60.7 | 64.2 | - | |
2026.01 | 20 | 61.6 | 63.8 | - | |
2026.01 | 20 | 62.1 | 65.9 | - | |
2026.01 | 20 | 60.7 | 61.8 | - | |
2026.01 | 10 | 60.4 | 61.6 | - | |
2026.01 | 10 | 60.4 | 61.6 | - | |
2025.03 | 4.28 | - | - | 12.48 | |
2025.03 | 4.08 | - | - | 11.74 | |
2025.03 | 2.97 | - | - | 11.15 | |
2025.03 | 0.82 | - | - | 8.23 |