Provable Defense Framework for LLM Jailbreaks via Noise-Augumented Alignment

Zehua Cheng, Jianwei Yang, Wei Dai +1

Large Language Models (LLMs) remain vulnerable to adaptive jailbreaks that easily bypass empirical defenses like GCG. We propose a framework for certifiable robustness that shifts…