Poisoning on CIFAR10
0.04Attack CostSSD
Evaluation results
| Method | Links | |
|---|---|---|
| SSDNum. Corrupted Samples=1002026.04 | 0.04 | |
| SSDNum. Corrupted Samples=5002026.04 | 0.04 | |
| SSDNum. Corrupted Samples=10002026.04 | 0.04 | |
| SSDNum. Corrupted Samples=100, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.06 | |
| SSDNum. Corrupted Samples=500, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.06 | |
| SSDNum. Corrupted Samples=1000, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.06 | |
| CFNum. Corrupted Samples=1000, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.25 | |
| CFNum. Corrupted Samples=100, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.26 | |
| CFNum. Corrupted Samples=500, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.26 | |
| CFNum. Corrupted Samples=1002026.04 | 0.26 | |
| ScrubNum. Corrupted Samples=1002026.04 | 0.26 | |
| ScrubNum. Corrupted Samples=100, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.27 | |
| CFNum. Corrupted Samples=5002026.04 | 0.27 | |
| ScrubNum. Corrupted Samples=5002026.04 | 0.27 | |
| CFNum. Corrupted Samples=10002026.04 | 0.27 | |
| ScrubNum. Corrupted Samples=10002026.04 | 0.27 | |
| ScrubNum. Corrupted Samples=500, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.28 | |
| ScrubNum. Corrupted Samples=1000, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.28 | |
| RELOADNum. Corrupted Samples=5002026.04 | 0.29 | |
| RELOADNum. Corrupted Samples=10002026.04 | 0.33 | |
| RELOADNum. Corrupted Samples=1002026.04 | 0.37 | |
| RELOADNum. Corrupted Samples=1000, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.4 | |
| RELOADNum. Corrupted Samples=500, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.42 | |
| RELOADNum. Corrupted Samples=100, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.44 | |
| BadTNum. Corrupted Samples=1002026.04 | 0.44 | |
| BadTNum. Corrupted Samples=5002026.04 | 0.46 | |
| BadTNum. Corrupted Samples=10002026.04 | 0.46 | |
| BadTNum. Corrupted Samples=100, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.63 | |
| BadTNum. Corrupted Samples=500, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.64 | |
| BadTNum. Corrupted Samples=1000, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 0.64 | |
| RewoDNum. Corrupted Samples=100, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 1 | |
| RewoDNum. Corrupted Samples=500, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 1 | |
| RewoDNum. Corrupted Samples=1000, Unlearning Mode=Corrective Unlearning with replacement2026.04 | 1 | |
| RewoDNum. Corrupted Samples=1002026.04 | 1 | |
| RewoDNum. Corrupted Samples=5002026.04 | 1 | |
| RewoDNum. Corrupted Samples=10002026.04 | 1 |