Sinno Jialin Pan

MetaDefense: Defending Fine-tuning based Jailbreak Attack Before and During Generation

2025

This paper introduces MetaDefense, a novel framework for defending against finetuning-based jailbreak attacks in large language models (LLMs). We observe that existing defense mechanisms fail to generalize to harmful queries disguised by unseen attack templates, …