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Oct 12 · Monday
Another 233 papers do not have category tags yet and are not included in filtered results.
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About this collection Collection in progress We are building a large AI safety paper collection to help researchers find work related to their interests. Papers are collected automatically andfiltered only for relevance to AI safety , without judging quality, novelty or reading value. The default “Annotated first” shows papers with tags or published paper analyses first. Each group is ordered by original publication date, newest first, with undated papers last. “Newest first” uses publication dates only. This order is not a quality ranking.
One-line summaries, tags and paper analyses are prepared by AI from the papers. Language models may have systematic biases and produce hallucinations.We plan to carry out human annotation and review to reduce errors in this content.
提出 LLMLeak，借合法网页抓取把 URL 中的秘密隐蔽外传
Published Oct 1
Evaluated models Meta-Llama-3.3-70B-Instruct , Meta-Llama-4-Scout-17B-16E-Instruct , Meta-Llama-3.1-8B-Instruct and others18 Abstract 作者称第三方外传可发生于正常网页获取，防护需考虑工具请求而不只考虑提示注入。LLMLeak 是利用网页获取请求携带预先编码秘密的隐蔽通道攻击。 它关注恶意软件已能读取数据、却因网络限制或监控无法直接外传的情形。
提出 CGMIA，检测代码生成基准样本是否泄漏进训练集
Published Sep 9
Evaluated models Qwen2.5-Coder (3B) , CodeGemma (2B) , DeepSeek-Coder (1.3B) and others5 Abstract CGMIA 融合相似度、通过率、困惑度与 CodeBERT，在模拟泄漏上优于八个 MIA 基线。CGMIA 用成员推断检测代码生成基准是否泄入 LLM 训练集，使评测不依赖对训练语料的直接访问。
提出 ElasticBack，在单个 Agent 技能中植入条件后门
Published Aug 10
Evaluated models GLM-5.2 , MiniMax-M3 , GPT-5.4 and others4 Abstract ElasticBack 用冻结规则加遗传搜索演化 trigger，在单 skill 上做条件后门。ElasticBack 是放在 LLM agent 单个 skill 里的条件后门攻击。 。
评测编码 Agent 记忆文件中提示注入的跨会话影响
Published Jul 16
Evaluated models Claude Haiku 4.5 , Claude Opus 4.7 , GPT-5.2 and others4 Abstract 已植入记忆文件的载荷可以跨会话影响 Claude Code 与 Codex，攻击成功与载荷是否留下是两种不同的失败。Bad Memory 在沙箱合成工作区里评测文件型持久记忆上的提示注入，比较载荷能否改变当前会话，以及能否在后续会话中留下或叠加。
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