Author

Bryan Hooi

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Preprint Aug 2026

A Self-Evolving Multi-Agent Framework Defense against LLM Jailbreak Attacks

This work proposes a self-evolving test-time defense built around a persistent, cross-interaction rule memory that substantially reduces attack success rates while preserving benign utility, remains robust under an adaptive composite-wrapper attack, and does not increase over-refusal as the memory grows.

Tongshen Hu, Bryan Hooi · 0 citations