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语音开黑平台 Discord 宣布重新上线年龄验证机制，新增信用卡 / 应用商店账号等多种校验方式
IT之家 9 月 28 日消息，Discord 宣布重新上线年龄验证机制，但不再强制要求用户通过视频自拍或身份证件进行验证。 IT之家注意到，今年 2 月时 Discord 曾宣布计划为所有账户实施年龄验证，要求用户通过视频自拍或有效身份证件证明实际年龄。这一决定在网上引发大量争议，不少用户担心个人…
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Reason Less, Verify More: Deterministic Gates Recover a Silent Policy-Violation Failure Mode in Tool-Using LLM Agents
大模型代理悄然违规？一种确定性门控机制，让验证替代推理，有效恢复工具使用中的静默策略违反。
arXiv:2607.07405v1 Announce Type: new Abstract: Tool-using LLM agents can violate the very policies they are deployed to enforce while appearing to co…
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Verify when Uncertain: Beyond Self-Consistency in Black Box Hallucination Detection
黑盒环境下用验证代替自一致性，大幅提升大模型幻觉检测准确率，值得关注。
arXiv:2502.15845v2 Announce Type: replace-cross Abstract: Large Language Models (LLMs) often hallucinate, limiting their reliability in sensitive appl…
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Delegation and Verification Under AI
聚焦AI系统下的任务委托与验证机制，ICML 2026收录的前沿理论，值得研究者关注。
arXiv:2603.02961v2 Announce Type: replace-cross Abstract: As AI systems enter institutional workflows, workers must decide whether to delegate task ex…
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HLL: Can Agents Cross Humanity's Last Line of Verification?
探讨AI自主agent能否突破人类最后验证防线，引发对智能体安全边界的深度思考。
arXiv:2606.02449v1 Announce Type: cross Abstract: Multimodal agents are increasingly expected to operate interfaces on behalf of users, raising a cent…
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Confidence-Orchestrated Self-Evolution against Uncertain LLM Feedback
应对不确定LLM反馈的自信编排自我进化方法，减少人工监督依赖，提升模型推理能力
arXiv:2605.28010v1 Announce Type: new Abstract: Self-evolving large language models (LLMs) learn by generating their own training tasks and solutions,…