你是否想过，AI不仅能用“画画”的直觉破解百年几何难题，还能通过一个简单的“代码草稿本”，找到解决复杂任务的捷径？我们还将探讨，AI如何像一个策略大师，在“先行动”还是“先提问”之间做出最佳权衡。更进一步，我们会揭示如何为AI的训练套上“缰绳”引导它走向“康庄大道”，以及如何用“连环计”般的魔法守护它的安全。本期节目，我们将从五篇最新论文出发，为你揭示AI思考、决策与进化的全新图景。00:00:39 AI的“直觉”：用画画的方式破解几何难题00:05:51 先开枪还是先提问？聪明人如何做出好决策00:12:12 大力出奇迹？不，AI变聪明有了新捷径00:17:10 驯服“野马”，找到AI训练的“康庄大道”00:21:24 用魔法打败魔法：AI世界的安保新思路本期介绍的几篇论文：[CV] Visual Diffusion Models are Geometric Solvers [Tel Aviv University] https://arxiv.org/abs/2510.21697 ---[CL] Shoot First, Ask Questions Later? Building Rational Agents that Explore and Act Like People [MIT CSAIL & Harvard SEAS] https://arxiv.org/abs/2510.20886 ---[CL] Code-enabled language models can outperform reasoning models on diverse tasks [MIT & Inria] https://arxiv.org/abs/2510.20909 ---[LG] Global Dynamics of Heavy-Tailed SGDs in Nonconvex Loss Landscape: Characterization and Control [University of Amsterdam & Northwestern University] https://arxiv.org/abs/2510.20905 ---[LG] Soft Instruction De-escalation Defense [CISPA Helmholtz Center for Information Security & Google DeepMind] https://arxiv.org/abs/2510.21057

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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