Author

Hao-Yu Li

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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

Preprint Jul 2026

ZenGen: Social Mind for LLMs

ZenGen, an integrated framework for measuring, internalizing, and grounding social intelligence, and Actio, a harness-controlled inference architecture that routes four typed supports into reasoning demonstrate the effectiveness of typed runtime support.

ZenGen Team, Xiang Ao, Jingping Bi et al. · 0 citations