00:00:32 AI的“统一场”：它怎么看懂世界？

00:04:10 AI的“半成品”，竟然是个宝库？

00:07:43 AI学会“听话”的秘密：回到耳朵本身

00:11:39 给数据“画个像”：一种全新的学习“渔”法

本期介绍的四篇论文：

[CL] Beyond the Rosetta Stone: Unification Forces in Generalization Dynamics  

[Google DeepMind]  

https://arxiv.org/abs/2508.11017 

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[CL] Diffusion is a code repair operator and generator  

[Microsoft]  

https://arxiv.org/abs/2508.11110 

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[CL] Representing Speech Through Autoregressive Prediction of Cochlear Tokens  

[MIT & Stanford University]  

https://arxiv.org/abs/2508.11598 

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[LG] Compressive Meta-Learning  

[Stanford University & University of California, Santa Cruz & Polytechnic University of Catalonia]  

https://arxiv.org/abs/2508.11090