Membership Inference Attack on CIFAR Lacuna Large-scale (Selective Unlearning)
78Mean ScoreSCRUB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SCRUBBackbone=ResNet-182024.11 | 78 | 2.45 | |
| Bad-TBackbone=ALL-CNN2024.11 | 77.67 | 4.11 | |
| FinetuneBackbone=ALL-CNN2024.11 | 74.97 | 1.27 | |
| CF-kBackbone=ALL-CNN2024.11 | 72.93 | 1.06 | |
| OriginalBackbone=ALL-CNN2024.11 | 71.4 | 0.7 | |
| NegGrad+Backbone=ALL-CNN2024.11 | 70.03 | 1.92 | |
| NegGrad+Backbone=ResNet-182024.11 | 66.67 | 1.7 | |
| OriginalBackbone=ResNet-182024.11 | 65.33 | 0.47 | |
| CF-kBackbone=ResNet-182024.11 | 65 | 0 | |
| FinetuneBackbone=ResNet-182024.11 | 64 | 0.82 | |
| Bad-TBackbone=ResNet-182024.11 | 59.67 | 4.19 | |
| SCRUB+RBackbone=ResNet-182024.11 | 58.67 | 1.89 | |
| AdaProbBackbone=ResNet-182024.11 | 58 | 0.93 | |
| SCRUBBackbone=ALL-CNN2024.11 | 54.3 | 2.24 | |
| SCRUB+RBackbone=ALL-CNN2024.11 | 54.3 | 2.24 | |
| RetrainBackbone=ResNet-182024.11 | 54 | 1.63 | |
| EU-kBackbone=ResNet-182024.11 | 53 | 3.27 | |
| EU-kBackbone=ALL-CNN2024.11 | 51.6 | 1.22 | |
| AdaProbBackbone=ALL-CNN2024.11 | 50 | 0.4 | |
| RetrainBackbone=ALL-CNN2024.11 | 48.73 | 0.24 |