Poisoning Injection Attack on Skill-Inject n=75
97.3Verification RatePOISE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| POISEAgent + Model=codex+gpt-5.22026.06 | 97.3 | 90.7 | 89.3 | |
| Clean Skill ExecutionAgent + Model=codex+gpt-5.22026.06 | 96 | — | — | |
| YAMLAgent + Model=codex+gpt-5.22026.06 | 96 | 89.3 | 86.7 | |
| B@k=2Agent + Model=codex+gpt-5.22026.06 | 94.7 | 62.7 | 61.3 | |
| POISEAgent + Model=openclaw+deepseek-v4-flash2026.06 | 92.5 | 93.3 | 89.3 | |
| POISEAgent + Model=openclaw+deepseek-v4-pro2026.06 | 92.5 | 97.3 | 90.7 | |
| POISEAgent + Model=claude-code+claude-sonnet-4-62026.06 | 90.7 | 93.3 | 86.7 |