Cluster-wise Machine Unlearning on CIFAR100 cluster-wise (In)
0Membership Disclosure (Forgotten)OR
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ORBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0 | 100 | 100 | 0 | 95 | 0.06 | 0 | — | — | — | |
| ORBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0 | — | — | 0 | — | 0.06 | 0 | 100 | 100 | 95 | |
| BADTBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.02 | 100 | 100 | 0.02 | 95 | 0.16 | 0.04 | — | — | — | |
| BADTBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.02 | — | — | 0.02 | — | 0.16 | 0.04 | 100 | 100 | 95 | |
| SCRUBBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.05 | 100 | 99 | 0.05 | 95 | 0.08 | 0.11 | — | — | — | |
| SCRUBBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.05 | — | — | 0.05 | — | 0.08 | 0.11 | 100 | 99 | 95 | |
| SSDBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.95 | 100 | 100 | 0.87 | 97 | 0.63 | 0.88 | — | — | — | |
| SSDBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.95 | — | — | 0.87 | — | 0.63 | 0.88 | 100 | 100 | 97 | |
| AMNBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.97 | 100 | 100 | 0.19 | 95 | 0.17 | 0.39 | — | — | — | |
| AMNBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 0.97 | — | — | 0.19 | — | 0.17 | 0.39 | 100 | 100 | 95 | |
| ∇τBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 1 | 100 | 100 | 1 | 98 | 0.85 | 0.97 | — | — | — | |
| EFFACEBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 1 | 100 | 100 | 1 | 97 | 0.86 | 0.97 | — | — | — | |
| ∇τBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 1 | — | — | 1 | — | 0.85 | 0.97 | 100 | 100 | 98 | |
| EFFACEBackbone=RepVGG-A2, c=50, d=50, alpha=0.05, Number of forgotten clusters=52025.08 | 1 | — | — | 1 | — | 0.86 | 0.97 | 100 | 100 | 97 |