Machine Unlearning on SafeEraser LLaVA-v1.5-7B (test)
64.1Efficacy ASRVanilla
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VanillaBackbone=LLaVA-v1.5-7B2025.11 | 64.1 | 10.3 | 64.5 | 10.4 | — | — | 64.4 | 0 | |
| KL+PDBackbone=LLaVA-v1.5-7B2025.11 | 5.5 | 0.1 | 2.8 | 0.3 | 50.7 | 78.3 | 58.3 | 28.9 | |
| GD+PDBackbone=LLaVA-v1.5-7B2025.11 | 2.8 | 0 | 0.5 | 0.4 | 61.6 | 82.8 | 50.7 | 28 | |
| GDBackbone=LLaVA-v1.5-7B2025.11 | 2.7 | 0 | 1.6 | 0 | 63.2 | 85 | 26.1 | 100 | |
| KLBackbone=LLaVA-v1.5-7B2025.11 | 2.7 | 0 | 1.2 | 0 | 50.5 | 78.6 | 37.7 | 100 | |
| SafeEraser (PO+PD)Backbone=LLaVA-v1.5-7B2025.11 | 0.2 | 100 | 0.2 | 99.7 | 65.4 | 86.2 | 64.4 | 30.3 | |
| GA+PDBackbone=LLaVA-v1.5-7B2025.11 | 0.1 | 0 | 1.5 | 0 | 0.5 | 2 | 28.2 | 28.5 | |
| POBackbone=LLaVA-v1.5-7B2025.11 | 0.1 | 100 | 0.1 | 100 | 65.2 | 85.4 | 63.7 | 100 | |
| SINEPROJECT (PO+PD)Backbone=LLaVA-v1.5-7B2025.11 | 0.1 | 100 | 0.1 | 99.9 | 65.8 | 86.3 | 65.2 | 25.8 | |
| GABackbone=LLaVA-v1.5-7B2025.11 | 0 | 0 | 0 | 0 | 0 | 0 | 15.3 | 100 |