00:01:07 AI当学徒：如何把“笨学生”调教成“优化大师”？00:05:48 AI专家速成指南：换个姿势，我们能造出“神医”吗？00:10:48 从“大力出奇迹”到“精准打击”：AI的进化新思路00:14:59 AI的“偏见”：它如何看透纷繁信息，抓住本质？00:19:50 让AI学会“多想一步”：笨办法里的真智慧本期介绍的几篇论文：[LG] CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning [DeepReinforce Team] https://arxiv.org/abs/2507.14111 ---[CL] Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need [Princeton University] https://arxiv.org/abs/2507.13966 ---[LG] Reframing attention as a reinforcement learning problem for causal discovery [University of Tübingen & University of Amsterdam] https://arxiv.org/abs/2507.13920 ---[LG] Provable Low-Frequency Bias of In-Context Learning of Representations [University of Michigan & Harvard University] https://arxiv.org/abs/2507.13540 ---[LG] Change of Thought: Adaptive Test-Time Computation [Google Research & Georgia State University & Maynooth University] https://arxiv.org/abs/2507.13569

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

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