Author

Shaofei Li

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Preprint Oct 2026

VeriRouter: Towards Verifiable LLM Routing

Large language model (LLM) routers are increasingly deployed to optimize quality, latency, and cost through dynamic model selection and request rewriting. However, a compromised router can cause ineligible selection on the control plane, unendorsed rewriting or unfaithful relay on the data plane, undermining LLM routin...

Meng-Yu Yao, Zi-Qi Zhang, Shao-Fei Li et al. · 0 citations

Preprint Aug 2026

SysEvolve: An AI-native, safe, autonomous adversarial attack-defense co-evolutionary system

The rapid advancement of large language models (LLMs) has created a growing asymmetry in cybersecurity, where attack accelerates toward autonomous execution while defense remains predominantly human-intensive. Despite substantial prior work across cyber ranges, AI-driven attack, and AI-driven defense, this asymmetry pe...

Yuhan Meng, Shao-Fei Li, Jiong-Hao Huang et al. · 0 citations