Memory Poisoning Attack on Medical Agent
96ACCMemPoison
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MemPoisonMemory Mechanism=Mem02026.05 | 96 | 94 | 94 | 94 | |
| Info-onlyMemory Mechanism=RAG2026.05 | 95 | 100 | 0 | 0 | |
| Info-onlyMemory Mechanism=Mem02026.05 | 95 | 99 | 0 | 0 | |
| Non-AttackMemory Mechanism=Mem02026.05 | 94 | — | — | — | |
| Non-AttackMemory Mechanism=RAG2026.05 | 93 | — | — | — | |
| Naive ConcatMemory Mechanism=RAG2026.05 | 93 | 100 | 50 | 48 | |
| AgentPoisonMemory Mechanism=Mem02026.05 | 93 | 7 | 0 | 0 | |
| Naive ConcatMemory Mechanism=Mem02026.05 | 92 | 58 | 0 | 0 | |
| AgentPoisonMemory Mechanism=A-Mem2026.05 | 91 | 12 | 10 | 8 | |
| MINJAMemory Mechanism=Mem02026.05 | 91 | 17 | 6 | 3 | |
| AgentPoisonMemory Mechanism=RAG2026.05 | 90 | 100 | 59 | 51 | |
| MemPoisonMemory Mechanism=RAG2026.05 | 90 | 100 | 94 | 94 | |
| Info-onlyMemory Mechanism=A-Mem2026.05 | 90 | 100 | 0 | 0 | |
| MemPoisonMemory Mechanism=A-Mem2026.05 | 89 | 98 | 94 | 90 | |
| Naive ConcatMemory Mechanism=A-Mem2026.05 | 88 | 37 | 26 | 18 | |
| Non-AttackMemory Mechanism=A-Mem2026.05 | 87 | — | — | — | |
| Non-AttackMemory Mechanism=LangMem2026.05 | 86 | — | — | — | |
| AgentPoisonMemory Mechanism=LangMem2026.05 | 85 | 79 | 0 | 0 | |
| MemPoisonMemory Mechanism=LangMem2026.05 | 84 | 100 | 79 | 77 | |
| Info-onlyMemory Mechanism=LangMem2026.05 | 83 | 100 | 0 | 0 | |
| MINJAMemory Mechanism=RAG2026.05 | 82 | 100 | 6 | 6 | |
| MINJAMemory Mechanism=A-Mem2026.05 | 81 | 44 | 23 | 11 | |
| Naive ConcatMemory Mechanism=LangMem2026.05 | 81 | 62 | 0 | 0 | |
| MINJAMemory Mechanism=LangMem2026.05 | 73 | 78 | 3 | 3 |