---
name: journal-arxiv-ai-safegene-reusable-adapters-20260608
description: >
  学术期刊学习笔记：arXiv AI - SafeGene: Reusable Adapters for Transferable Safety Alignment
  蒙多每日期刊学习系统自动提取。
version: 1.0.0
author: mundo-journal-bot
priority: LOW
auto_activate: MANUAL
category: journal-learnings
source: arXiv AI
published: Mon, 08 Jun 2026 00:00:00 -0400
learned: 2026-06-08
---
# SafeGene: Reusable Adapters for Transferable Safety Alignment

**来源**: [arXiv AI](https://arxiv.org/abs/2606.06519)
**学习日期**: 2026-06-08

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## 摘要

arXiv:2606.06519v1 Announce Type: new Abstract: Open-weight LLMs are increasingly fine-tuned into customized assistants, but downstream fine-tuning can weaken safety alignment and make models more vulnerable to malicious prompts, even when the training data is not intentionally harmful. This creates a recurring safety recovery problem as target models are repeatedly updated with new task data or user interactions. We propose SafeGene, a reusable safety-adapter module designed for cross-task reus

## 关键发现

1. 06519v1 Announce Type: new Abstract: Open-weight LLMs are increasingly fine-tuned into customized assistants, but downstream fine-tuning can weaken safety alignment and make models more vulnerable to malicious prompts, even when the training data is not intentionally harmful
2. This creates a recurring safety recovery problem as target models are repeatedly updated with new task data or user interactions
3. We propose SafeGene, a reusable safety-adapter module designed for cross-task reus

## 蒙多笔记

> 蒙多从此文中学到：SafeGene: Reusable Adapters for Transferable Safet...
> 此知识已纳入蒙多的学术知识库。

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