Text Classification on HSOL
96.02CACCw/o Defense
Evaluation results
| Method | Links | ||
|---|---|---|---|
| w/o DefenseAttack Scenario=None2022.06 | 96.02 | — | |
| SOStraining_mode=Fine-tuned2022.06 | 95.78 | 100 | |
| LWPtraining_mode=Fine-tuned2022.06 | 95.78 | 92.03 | |
| w/o DefenseAttack Scenario=BadNet2022.06 | 95.72 | 99.84 | |
| EPtraining_mode=Fine-tuned2022.06 | 95.65 | 100 | |
| STRIPAttack Scenario=None2022.06 | 95.53 | — | |
| w/o DefenseAttack Scenario=SynBkd2022.06 | 95.49 | 98.23 | |
| LWStraining_mode=Fine-tuned2022.06 | 95.49 | 92.43 | |
| TrojanLMtraining_mode=Fine-tuned2022.06 | 95.45 | 60.31 | |
| w/o DefenseAttack Scenario=AddSent2022.06 | 95.25 | 100 | |
| RIPPLEStraining_mode=Fine-tuned2022.06 | 94.85 | 3.86 | |
| w/o DefenseAttack Scenario=StyleBkd2022.06 | 94.49 | 70.39 | |
| STRIPAttack Scenario=SynBkd2022.06 | 94.16 | 98.63 | |
| STRIPAttack Scenario=StyleBkd2022.06 | 93.92 | 67.93 | |
| RAPAttack Scenario=None2022.06 | 93.76 | — | |
| STRIPAttack Scenario=AddSent2022.06 | 93.2 | 97.42 | |
| STRIPAttack Scenario=BadNet2022.06 | 92.96 | 96.78 | |
| ONIONAttack Scenario=AddSent2022.06 | 89.17 | 97.34 | |
| ONIONAttack Scenario=BadNet2022.06 | 88.92 | 23.99 | |
| ONIONAttack Scenario=None2022.06 | 88.6 | — | |
| ONIONAttack Scenario=SynBkd2022.06 | 88.2 | 95.17 | |
| ONIONAttack Scenario=StyleBkd2022.06 | 87.84 | 68.78 | |
| RAPAttack Scenario=SynBkd2022.06 | 60.28 | 3.38 | |
| RAPAttack Scenario=BadNet2022.06 | 48.33 | 3.62 | |
| RAPAttack Scenario=AddSent2022.06 | 47.48 | 76.33 | |
| RAPAttack Scenario=StyleBkd2022.06 | 47.36 | 3.37 |