Memory Poisoning Attack on Financial Agent
91ACCNon-Attack
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Non-AttackMemory Mechanism=Mem02026.05 | 91 | — | — | — | |
| Info-onlyMemory Mechanism=A-Mem2026.05 | 89 | 99 | 0 | 0 | |
| Naive ConcatMemory Mechanism=A-Mem2026.05 | 89 | 35 | 30 | 18 | |
| Info-onlyMemory Mechanism=Mem02026.05 | 89 | 100 | 0 | 0 | |
| MemPoisonMemory Mechanism=Mem02026.05 | 89 | 97 | 95 | 91 | |
| MemPoisonMemory Mechanism=RAG2026.05 | 88 | 100 | 92 | 92 | |
| MemPoisonMemory Mechanism=A-Mem2026.05 | 88 | 100 | 91 | 90 | |
| Naive ConcatMemory Mechanism=Mem02026.05 | 88 | 49 | 0 | 0 | |
| AgentPoisonMemory Mechanism=Mem02026.05 | 88 | 1 | 0 | 0 | |
| Non-AttackMemory Mechanism=RAG2026.05 | 87 | — | — | — | |
| Naive ConcatMemory Mechanism=RAG2026.05 | 87 | 100 | 67 | 65 | |
| Non-AttackMemory Mechanism=A-Mem2026.05 | 87 | — | — | — | |
| MemPoisonMemory Mechanism=LangMem2026.05 | 87 | 99 | 80 | 79 | |
| AgentPoisonMemory Mechanism=RAG2026.05 | 86 | 100 | 43 | 43 | |
| Non-AttackMemory Mechanism=LangMem2026.05 | 86 | — | — | — | |
| Info-onlyMemory Mechanism=LangMem2026.05 | 86 | 100 | 0 | 0 | |
| AgentPoisonMemory Mechanism=LangMem2026.05 | 86 | 46 | 0 | 0 | |
| Info-onlyMemory Mechanism=RAG2026.05 | 85 | 100 | 0 | 0 | |
| AgentPoisonMemory Mechanism=A-Mem2026.05 | 85 | 32 | 11 | 6 | |
| Naive ConcatMemory Mechanism=LangMem2026.05 | 85 | 74 | 0 | 0 | |
| MINJAMemory Mechanism=LangMem2026.05 | 80 | 98 | 1 | 1 | |
| MINJAMemory Mechanism=A-Mem2026.05 | 69 | 63 | 33 | 17 | |
| MINJAMemory Mechanism=Mem02026.05 | 69 | 53 | 17 | 14 | |
| MINJAMemory Mechanism=RAG2026.05 | 44 | 100 | 36 | 29 |