A memory-lifecycle guard with write, retrieval, promotion, and cross-agent gates reduces memory-poisoning attack success in LLM multi-agent systems from 38.2% to 0.9% and from 34.7% to 0.2% on two benchmarks, while improving benign-task success.
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MAPLE-Guard: Memory-Aware Link Enforcement Against Memory-Link Poisoning in Multi-Agent Systems
A memory-lifecycle guard with write, retrieval, promotion, and cross-agent gates reduces memory-poisoning attack success in LLM multi-agent systems from 38.2% to 0.9% and from 34.7% to 0.2% on two benchmarks, while improving benign-task success.