Author

Jianhua Li

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Preprint Aug 2026

SoK: Intent-Oriented Systematization of Multi-Turn LLM Jailbreaks

This work develops a four-part, intent-oriented taxonomy that organizes multi-turn jailbreaks by adversarial intent structure and finds that effectiveness is driven by how deliberately intent is organized across turns rather than by context length or query count.

Siyuan Li, Aodu Wulianghai, Zehao Liu et al. · 0 citations

Preprint Jul 2026

Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Turn Attacks

This paper presents a proactive defense framework for securing LLMs against evolving multi-turn adversarial attacks that combines disruption, misdirection, and adaptation across successive interaction turns and employs a cooperative multi-agent architecture.

Si-Yuan Li, Zehao Liu, Hao-Yu Li et al. · 0 citations