Safety Defense Evaluation on Medicine
0ASRPatcher
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PatcherAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 0 | 58 | |
| PatcherAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 0 | 59 | |
| PatcherAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 1 | 60 | |
| PatcherAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 1 | 48 | |
| PatcherAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 2 | 57 | |
| OneShotAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 22 | 47 | |
| SPPAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 35 | 39 | |
| MudjackingAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 48 | 46 | |
| BAERASERAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 68 | 48 | |
| FTℓ2Attack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 80 | 43 | |
| FTℓ∞Attack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 81 | 47 | |
| MENDAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 81 | 45 | |
| FTAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 84 | 48 | |
| UnpatchedAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 85 | 48 | |
| FinePruningAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 85 | 46 | |
| ROMEAttack=Sleeper, Backbone Model=Bio-Medical-Llama2026.06 | 85 | 48 | |
| BAERASERAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 93 | 59 | |
| SPPAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 94 | 29 | |
| MENDAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 94 | 59 | |
| MENDAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 95 | 21 | |
| SPPAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 95 | 58 | |
| SPPAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 95 | 46 | |
| MENDAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 96 | 58 | |
| BAERASERAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 96 | 50 | |
| FTℓ2Attack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 62 | |
| FTℓ∞Attack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 61 | |
| FinePruningAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 62 | |
| MudjackingAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 62 | |
| FinePruningAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 58 | |
| BAERASERAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 60 | |
| FTℓ2Attack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 58 | |
| FTAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 59 | |
| FTℓ2Attack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 56 | |
| FTℓ∞Attack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 59 | |
| SPPAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 49 | |
| OneShotAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 59 | |
| MENDAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 97 | 52 | |
| UnpatchedAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 62 | |
| FTAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 62 | |
| OneShotAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 61 | |
| ROMEAttack=UJB, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 62 | |
| UnpatchedAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 60 | |
| FTAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 60 | |
| FTℓ2Attack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 58 | |
| FTℓ∞Attack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 60 | |
| MudjackingAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 57 | |
| OneShotAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 57 | |
| ROMEAttack=BadNets, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 57 | |
| UnpatchedAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 60 | |
| FTAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 58 | |
| FTℓ∞Attack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 60 | |
| FinePruningAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 58 | |
| MudjackingAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 58 | |
| OneShotAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 58 | |
| ROMEAttack=CBA, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 60 | |
| UnpatchedAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 59 | |
| FinePruningAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 57 | |
| BAERASERAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 52 | |
| MudjackingAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 56 | |
| ROMEAttack=POLISHED, Backbone Model=Bio-Medical-Llama2026.06 | 98 | 59 |