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论文精选 65arXiv

Cogentic: Multi-Agent Orchestration for Automated Proof Discovery· Cogentic:多代理编排系统

We present Cogentic, a multi-agent harness for automated proof discovery on open research problems. While frontier language models can generate strong mathematical ideas in a single shot, single-shot generation is often insufficient for open problems that require exploring multiple competing conjectures, overcoming subtle technical obstructions, and retaining intermediate progress over a long horizon. Cogentic addresses these challenges through an iterative prove--verify loop in which an orchestrator allocates a population of independent provers across distinct proof directions, subjects their output to adversarial verification by several specialized components, and promotes confirmed intermediate results into a persistent verified ledger that later rounds build on. The harness is designed

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多代理系统助力自动证明发现

核心方法
通过迭代证明-验证循环,使用编排器分配独立证明者,对输出进行对抗性验证,并将确认的中间结果记录到持久验证账本中
适合谁读
研究者 / 工程师
要解决的问题
解决单次生成数学证明不足以应对需要探索多个假设、克服技术障碍和长时间保留中间进展的开放问题
关键实验
未提供
主要贡献
提供了一种多代理编排方法,增强了自动证明发现的能力,特别是对于开放性研究问题
意义与局限
意义在于提升数学自动证明的效率和准确性,但可能受限于现有语言模型的能力
领域:cs.AI作者:Yang Cai、Vineet Gupta、Yanchen Jiang
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论文精选 65已解读

Simulated Control Evals· 模拟控制评估

Control evaluations measure whether safeguards can prevent an AI model from causing undesi…

领域:cs.AI作者:Jeffrey Olmo、David Zhang、Tyler Tracy
📎 arXiv🕒 10-23 01:26🔗 arxiv.org

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