Author

Zifan Liu

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Preprint Aug 2026

MAFIA: Query-Only Memory Attacks via Probing and Factual Injection against Audited LLM Agents

This work proposes MAFIA, a query-only Memory Attack framework via probing and Factual Injection against Audit, tailored to this extended threat model, and introduces a placement strategy that ensures retrieval-competitive injection via memory probing, budget allocation, and scheduling.

Jiamin Chen, Yisen Gao, Yanping Li et al. · 0 citations