SafeGene: Reusable Adapters for Transferable Safety Alignment

SafeGene introduces a reusable safety-adapter module designed to address the recurring challenge of maintaining safety alignment in fine-tuned open-weight LLMs. It decouples safety capabilities from task-specific updates, treating them as an independent and transferable adapter representation to mitigate vulnerability to malicious prompts.