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Oct 13 · Tuesday
Another 215 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 Persona Guardrail,强制客服智能体守住功能边界
Published Oct 2
Evaluated models Qwen3-30B-A3B , Qwen3-VL-30B , Qwen3-8B and others5 Abstract Persona Guardrail 用功能边界做同步输入输出校验,并在 PAGE 与生产延迟预算下给出评测。Persona Guardrail 是客服向智能体的同步运行时防御:先写明功能边界,再决定放行或拦截,而不是只检测某一攻击类。
提出 SafeArena 基准,评测网页 Agent 是否执行故意有害任务
Published Mar 7, 2025
Evaluated models GPT-4o , Claude-3.5-Sonnet , Qwen-2-VL-72B and others5 Abstract SafeArena 用配对任务和 ARIA 评测网页智能体的故意滥用。SafeArena 评测自主网页智能体是否会执行用户故意给出的恶意网页任务。 。
Defenses arXiv 2312.06632 · Dec 12, 2023 提出 SciGuard 外部护栏与 SciMT 基准,控制化学科学 AI 误用
Published Dec 12, 2023
Evaluated models SciGuard (GPT-4) , SciGuard (Gemini) , SciGuard (Mixtral) and others5 Abstract SciGuard 以外部智能体控制化学 AI 误用。这篇工作把化学科学 AI 的误用控制做成外部智能体,而不是改模型权重。作者担心合成规划、毒性预测和科学语言模型被用来获取有害物质信息、规避监管或传播危险知识,同时合法工业用途又不能靠一律拒绝来处理。SciGuard 由 LLM 担任中介,把原则和指南放进短期记忆,把分子库、危害库、法规和交互历史放进可检索的长期记忆,再按 Chain of Thought 调用 Chemprop、LocalRetro 等工具,或用 RAG 补法规片段,最后回答、追问或拒绝。
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