External memory extraction attack detection on HealthMagicCare
100AUROCControlNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ControlNetAttack=RAG-Thief2026.02 | 100 | 100 | 100 | 0.06 | |
| AgentAttack=RAG-Thief2026.02 | 100 | 100 | 100 | 0.97 | |
| MemPotAttack=RAG-Thief2026.02 | 100 | 96 | 99 | 0 | |
| ControlNetAttack=DGEA2026.02 | 100 | 95 | 100 | 0.06 | |
| AgentAttack=DGEA2026.02 | 100 | 100 | 100 | 0.97 | |
| MemPotAttack=DGEA2026.02 | 100 | 100 | 100 | 0 | |
| MemPotAttack=IKEA2026.02 | 96 | 42 | 91 | 0 | |
| AgentAttack=IKEA2026.02 | 50 | 0 | 0 | 0.98 | |
| ControlNetAttack=IKEA2026.02 | 46 | 0 | 2 | 0.05 |