Adversarial Attack on NIPS Adversarial Attacks and Defenses Competition dataset 2017
68ASRSAGA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAGATarget Model=GPT-4.12026.02 | 68 | 60 | 0.027 | 0.033 | |
| FOA-AttackTarget Model=GPT-4.12026.02 | 62 | 56 | 0.032 | 0.038 | |
| SAGATarget Model=Grok 4 Fast2026.02 | 59 | 53 | 0.027 | 0.033 | |
| M-AttackTarget Model=GPT-4.12026.02 | 57 | 54 | 0.032 | 0.037 | |
| SAGATarget Model=Gemini-2.5-Flash2026.02 | 52 | 49 | 0.027 | 0.033 | |
| FOA-AttackTarget Model=Grok 4 Fast2026.02 | 45 | 44 | 0.032 | 0.038 | |
| M-AttackTarget Model=Grok 4 Fast2026.02 | 44 | 43 | 0.032 | 0.037 | |
| SAGATarget Model=GPT-5 mini2026.02 | 42 | 41 | 0.027 | 0.033 | |
| M-AttackTarget Model=Gemini-2.5-Flash2026.02 | 36 | 37 | 0.032 | 0.037 | |
| FOA-AttackTarget Model=GPT-5 mini2026.02 | 36 | 37 | 0.032 | 0.038 | |
| M-AttackTarget Model=GPT-5 mini2026.02 | 35 | 36 | 0.032 | 0.037 | |
| FOA-AttackTarget Model=Gemini-2.5-Flash2026.02 | 35 | 37 | 0.032 | 0.038 | |
| SAGATarget Model=Gemini-3-Pro2026.02 | 35 | 37 | 0.027 | 0.033 | |
| FOA-AttackTarget Model=Gemini-3-Pro2026.02 | 25 | 28 | 0.032 | 0.038 | |
| M-AttackTarget Model=Gemini-3-Pro2026.02 | 22 | 26 | 0.032 | 0.037 | |
| AnyAttackTarget Model=GPT-4.12026.02 | 7 | 13 | 0.053 | 0.056 | |
| AnyAttackTarget Model=Grok 4 Fast2026.02 | 7 | 13 | 0.053 | 0.056 | |
| AnyAttackTarget Model=GPT-5 mini2026.02 | 6 | 12 | 0.053 | 0.056 | |
| AnyAttackTarget Model=Gemini-2.5-Flash2026.02 | 4 | 10 | 0.053 | 0.056 | |
| AnyAttackTarget Model=Gemini-3-Pro2026.02 | 2 | 7 | 0.053 | 0.056 | |
| X-TransferTarget Model=Gemini-2.5-Flash2026.02 | 1 | 6 | 0.203 | 0.235 | |
| X-TransferTarget Model=GPT-4.12026.02 | 1 | 7 | 0.203 | 0.235 | |
| X-TransferTarget Model=GPT-5 mini2026.02 | 1 | 6 | 0.203 | 0.235 | |
| X-TransferTarget Model=Grok 4 Fast2026.02 | 1 | 6 | 0.203 | 0.235 | |
| X-TransferTarget Model=Gemini-3-Pro2026.02 | 0 | 6 | 0.203 | 0.235 |