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  

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[LG] The DeepLog Neurosymbolic Machine  

[KU Leuven]  

https://arxiv.org/abs/2508.13697  

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[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  

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[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