00:00:35 如何让AI从“学霸”变“侦探”？00:04:35 内卷的AI界：为什么“更快”的工具，没人敢用？00:09:28 让机器人学会“举一反三”的秘密00:15:02 AI训练太烧钱？换个聪明的“刹车”法00:19:13 让机器人看懂世界，只需一副“智能眼镜”本期介绍的五篇论文：[CL] Open Data Synthesis For Deep Research [Beijing Academy of Artificial Intelligence (BAAI)] https://arxiv.org/abs/2509.00375 ---[LG] Fantastic Pretraining Optimizers and Where to Find Them [Stanford University] https://arxiv.org/abs/2509.02046 ---[RO] Data Retrieval with Importance Weights for Few-Shot Imitation Learning [Stanford University] https://arxiv.org/abs/2509.01657 ---[LG] GradES: Significantly Faster Training in Transformers with Gradient-Based Early Stopping [Boston University Metropolitan College] https://arxiv.org/abs/2509.018 ---[RO] Manipulation as in Simulation: Enabling Accurate Geometry Perception in Robots [ByteDance Seed] https://arxiv.org/abs/2509.02530

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

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