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Oct 12 · Monday
Another 313 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.
用时钟 harness 和预算塑形 GRPO 改善 Agent 的按时返回
Published Oct 8
Evaluated models Qwen3.6-27B , Qwen3-4B , Qwen3.5-9B and others4 Abstract 作者比较提示词、harness 与 GRPO：按时性可改善，但额外时间仍未变成更好解。作者研究小规模 LLM 智能体在显式 wall-clock 预算下能否按时返回，并把更多时间换成更好的解。
揭示工具型智能体判定无用后仍不停止检索，并检验强制整合纠正效果
Published Oct 5
Evaluated models Qwen2.5-7B , Llama-3.1-8B , Qwen3-8B and others7 Abstract 论文揭示智能体判定工具失效却无法转化为停止行动，证实通过框架规则强制整合判定可提升表现。本文针对智能体在工具静默失效时过度检索的问题，系统分析了判定、信念与停止行动之间的解耦现象，并提出了外部规则整合方案。
提出利用共享冷却的跨租户干扰攻击，并设计租户隔离机制
Published Oct 4 Abstract 揭示网关共享冷却漏洞，提出来源检查与租户隔离防御。
定义工具调用 Agent 的持久计费状态，提出拒绝钱包攻击与防御
Published Sep 23
Evaluated models GPT-4o , GPT-4o-mini , Mistral-Large and others7 Abstract 已准入工具返回的跨轮保留会重复计费。这篇工作把工具调用智能体里跨轮保留、并被提供商反复计费的外部工具返回定义为 persistent billable state，并把它的主机侧再次送入决定当作控制点。 。
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