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Oct 12 · Monday
Another 240 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 StegoMemory，评测智能体持久记忆作为跨会话隐写信道
Published Oct 3
Evaluated models Llama 3.1 405B , Claude 3.5 Sonnet , GPT-4o and others13 Abstract 研究揭示智能体持久记忆可作为隐蔽信道跨会话传输机密，写入持久化是主要防御瓶颈，呼吁建立记忆完整性防御。
提出 SkillMisevo-Bench，量化自改进 Agent 的技能误演化
Published Aug 13
Evaluated models Claude Code , Codex , Hermes and others4 提出 MEMGHOST，用单封邮件对持久个人 Agent 做跨会话隐蔽记忆注入
Published Jul 6
Evaluated models GPT-5.4 , Claude Sonnet 4.6 , Claude Sonnet 4.5 and others6 Abstract 总结了论文的研究背景、双代理优化方法 MEMGHOST、全周期实验结果以及作者对记忆信任边界的启示。本文研究了持久化个人智能体面临的隐蔽记忆注入威胁，提出了一套兼顾写入、隐蔽与跨会话生效的自动化生成框架与全周期评测基准。
系统研究 LLM 智能体记忆投毒并构建基准 MPBench
Published Jun 3
Evaluated models Meta-Llama-3.1-70B-Instruct , Deberta-v3-base , Llama-3.1-8B-Instruct and others5 Abstract 系统研究了智能体记忆投毒风险，揭示了写入渠道漏洞，构建了 MPBench 基准并指出提示注入防御的局限。
构建 Trojan Hippo Bench，评测 Agent 持久记忆投毒与外泄
Published May 4
Evaluated models Gemini 3.1 Pro , GPT-5-mini , GPT-5 Abstract 论文提出了评测智能体持久化记忆攻击与防御的 Trojan Hippo Bench，揭示了潜伏攻击威胁及内存防御的安全与效用权衡。
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