OOD Detection on AgentPoison (AP)
1AUROCMEMSAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MEMSADMemory Size (|M|)=1,000, Calibration=Triggered, Operating Threshold=κ = 2.02026.05 | 1 | 100 | |
| Energy ScoreMemory Size (|M|)=1,000, Calibration=Standard2026.05 | 0.945 | 40 | |
| KNNMemory Size (|M|)=1,000, Calibration=Standard, k=102026.05 | 0.533 | 0 | |
| MahalanobisMemory Size (|M|)=1,000, Calibration=Standard, Operating Threshold=σ = 2.02026.05 | 0.42 | 100 |