Backdoor Detection on Yahoo high poison rate
10Tell Me Seriously Score (Clean Label)CSO(discrete)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CSO(discrete)Model Architecture=Flan-t5-small, Optimization Mode=discrete2026.06 | 10 | 10 | 8 | 10 | 0 | |
| CSO(discrete)Target Model=qwen3-4b, Poisoning Rate=high, Variant=discrete2026.06 | 10 | 9 | 9 | 10 | 1 | |
| CSO(continuous)Target Model=qwen3-4b, Poisoning Rate=high, Variant=continuous2026.06 | 8 | 8 | 10 | 9 | 2 | |
| CSO(continuous)Model Architecture=Flan-t5-small, Optimization Mode=continuous2026.06 | 7 | 10 | 9 | 9 | 0 | |
| DBSModel Architecture=Flan-t5-small2026.06 | 4 | 3 | 6 | 2 | 6 | |
| CLIBEModel Architecture=Flan-t5-small2026.06 | 3 | 1 | 5 | 3 | 4 | |
| ALTTarget Model=qwen3-4b, Poisoning Rate=high2026.06 | 3 | 3 | 8 | 9 | 5 | |
| DBSTarget Model=qwen3-4b, Poisoning Rate=high2026.06 | 2 | 5 | 3 | 5 | 9 | |
| PICCOLOModel Architecture=Flan-t5-small2026.06 | 1 | 2 | 10 | 6 | 2 | |
| PICCOLOTarget Model=qwen3-4b, Poisoning Rate=high2026.06 | 1 | 0 | 0 | 0 | 0 | |
| MMModel Architecture=Flan-t5-small2026.06 | 0 | 0 | 0 | 0 | 10 | |
| MMTarget Model=qwen3-4b, Poisoning Rate=high2026.06 | 0 | 0 | 0 | 0 | 10 | |
| CLIBETarget Model=qwen3-4b, Poisoning Rate=high2026.06 | 0 | 1 | 2 | 0 | 10 |