Universal Targeted Adversarial Attack on Unseen (test)
52.6KMRaMCRMO-Attack
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MCRMO-AttackTarget Model=Gemini-2.02026.01 | 52.6 | 34.8 | 9.9 | 56.7 | 0.25 | |
| MCRMO-AttackTarget Model=GPT-4o2026.01 | 52 | 34.5 | 9.9 | 61.7 | 0.27 | |
| UAPTarget Model=Gemini-2.02026.01 | 40.2 | 25.3 | 6.4 | 36.8 | 0.17 | |
| UAPTarget Model=GPT-4o2026.01 | 37.5 | 23.3 | 5.6 | 38 | 0.17 | |
| UnivIntruderTarget Model=Gemini-2.02026.01 | 18.6 | 11.3 | 2.2 | 21.1 | 0.05 | |
| MCRMO-AttackTarget Model=Claude2026.01 | 14.5 | 8.7 | 2.2 | 15.9 | 0.07 | |
| UnivIntruderTarget Model=GPT-4o2026.01 | 14.1 | 7.4 | 1.3 | 17.9 | 0.05 | |
| UAPTarget Model=Claude2026.01 | 9.5 | 5.4 | 0.7 | 8.7 | 0.05 | |
| UnivIntruderTarget Model=Claude2026.01 | 9.4 | 5.1 | 0.8 | 10.9 | 0.03 | |
| AnyAttackTarget Model=Gemini-2.02026.01 | 8.9 | 3.8 | 0.2 | 6.4 | 0.04 | |
| AnyAttackTarget Model=GPT-4o2026.01 | 8 | 3 | 0.1 | 6.1 | 0.04 | |
| AnyAttackTarget Model=Claude2026.01 | 5.6 | 2.6 | 0.2 | 5.3 | 0.03 | |
| FOA-AttackTarget Model=Gemini-2.02026.01 | 5.6 | 2.2 | 0.2 | 3.1 | 0.02 | |
| M-AttackTarget Model=Gemini-2.02026.01 | 5 | 2.3 | 0.2 | 3 | 0.02 | |
| M-AttackTarget Model=GPT-4o2026.01 | 4.6 | 2.1 | 0.1 | 3.4 | 0.02 | |
| FOA-AttackTarget Model=GPT-4o2026.01 | 4.5 | 1.9 | 0.1 | 3.3 | 0.02 | |
| M-AttackTarget Model=Claude2026.01 | 4.3 | 1.8 | 0.1 | 2.6 | 0.02 | |
| FOA-AttackTarget Model=Claude2026.01 | 4.2 | 1.7 | 0.1 | 2.6 | 0.02 |