MAS-Shield: A Defense Framework for Secure and Efficient LLM MAS
MAS-Shield is proposed, a secure and efficient defense framework designed with a coarse-to-fine filtering pipeline that achieves a 92.5\% recovery rate against diverse adversarial scenarios and reduces defense latency by over 70\% compared to existing methods.
Kai-Xiang Wang, Zhaojiacheng Zhou, Bunyod Suvonov et al.
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