00:00:27 AI也懂“拿不准”：靠谱的智能来自何处？00:04:51 AI的“乐高”工厂：如何让机器兼具直觉与逻辑00:09:00 AI作画不听话？高手是怎么把它变聪明的00:12:54 如何把AI助理，调教成真正的干活高手？本期介绍的四篇论文：[LG] BLIPs: Bayesian Learned Interatomic Potentials [University of Amsterdam & CuspAI] https://arxiv.org/abs/2508.14022 ---[LG] The DeepLog Neurosymbolic Machine [KU Leuven] https://arxiv.org/abs/2508.13697 ---[CV] DiffIER: Optimizing Diffusion Models with Iterative Error Reduction [Shanghai Jiao Tong University & The Chinese University of Hong Kong] https://arxiv.org/abs/2508.13628 ---[LG] ComputerRL: Scaling End-to-End Online Reinforcement Learning for Computer Use Agents [Tsinghua University & Zhipu AI & University of Chinese Academy of Sciences] https://arxiv.org/abs/2508.14040

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

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