The paper "Lifelong Safety Alignment for Language Models" proposes a lifelong safety alignment framework for large language models

The paper "Lifelong Safety Alignment for Language Models" proposes a lifelong safety alignment framework in which a Meta-Attacker and a Defender work together, allowing large language models to continuously adapt to emerging jailbreak strategies during deployment, improving robustness while avoiding catastrophic forgetting.