Author

Yuqing Huang

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#artificial intelligence Preprint Oct 2026

$M^3$: A Multi-LLM System for Multi-Turn Jailbreaking as a Markov Decision Process

An automated red-teaming framework is introduced that formalizes multi-turn jailbreaking as a finite-horizon Markov Decision Process (MDP) without relying on predefined risk taxonomy, providing a scalable and principled framework for multi-turn red-teaming and safety evaluation.

Yu-Qing Huang, Jack Ji, Jithin Pradeep et al. · 0 citations

#machine learning Jul 2026

A Coin Flip Per Token: Bernoulli Sparse Steering of Large Language Models

Stochastic Token Steering (STS), which gates each token independently with probability $p$, and Stochastic Block Steering (SBS), which gates a leading window once per sequence are introduced; neither requires a reward model or learned gating policy.

Nima Eshraghi, Lovedeep Gondara, Yuqing Huang et al. · arXiv.org · 0 citations