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Oct 12 · Monday
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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 DEMI 检测框架，用生命周期模拟和证据映射发现 DAO 提案错配
Published Sep 12
Evaluated models GPT-4o , GPT-4o-mini , GPT-4.1 and others9 Abstract 作者把 DAO 错配检测做成执行前审计层，主张逐动作证据映射与风险复核是关键。这是面向 DAO 治理的执行前错配检测研究 ：攻击者可以提交看似合理的描述，但让获批载荷执行另一种行为，投票描述并不直接约束代码。
提出分片监督，将评判标准分配给独立调用以抵御展示攻击
Published Aug 6
Evaluated models Claude Opus 4.8 , Claude Sonnet 4.6 , Claude Opus 4.6 and others4 Abstract 论文揭示决策负载是大模型监督的独立瓶颈，提出分片与辩论机制有效分离注意力与平衡证据，在多项高难度基准上实现稳健评判。本文系统研究了大语言模型在执行多标准监督与评判时的决策负载瓶颈及其安全风险。
提出对抗重构，仅改表述以拉高 AI 审稿分数
Published Jun 11
Evaluated models Claude Sonnet 4 , Claude Sonnet 4.5 , GPT-5-mini Abstract 揭示 AI 审稿系统易受纯表述重构操纵，建议在部署前解耦科学与写作评价。
提出 AST-ASIP ，把对抗指令植入编译器忽略区域以劫持代码评分
Published Jan 29
Evaluated models DeepSeek-V3.2 , Qwen3-235B , GPT-OSS-120B and others9 Abstract 作者称 RLHF 的服从性使评分脱离代码。这篇工作把自动代码评分中的失败称为 Compliance Paradox：评分模型可以离开提交逻辑，转而执行嵌在可编译代码里的隐藏指令。
提出保义释义攻击 PAA，抬高 LLM 审稿评分
Published Jan 11
Evaluated models GPT-4o , Gemini 2.5 , Sonnet 4 Abstract PAA 用保义释义抬高 LLM 审稿分。PAA 是对 LLM-as-a-Reviewer 的 black-box 攻击：只改写摘要，用评审分做 ICL 搜索，并用 BERTScore 与困惑度限制语义和自然度。
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