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

Jiaming Chen, Yisen Gao, Yanping Li +3

Memory-augmented LLM agents rely on rich context for long-horizon reasoning and acting, yet their memory modules expose a persistent attack surface for malicious records, making th…