00:01:45 AI 炼丹术：发现模型训练的“万能公式”？ 00:07:01 AI军备竞赛，弹药快打光了怎么办？ 00:12:16 让 AI 学会“反思”，会发生什么？ 00:16:48 AI“高考”也偏科？换个考法，学霸变学渣 00:22:08 AI的“外挂”：当你的短板，成了我的跳板 00:27:18 让AI“看人下菜碟”：下一代人工智能的效率革命本期介绍的六篇AI前沿论文：[LG] Scaling Collapse Reveals Universal Dynamics in Compute-Optimally Trained Neural Networks [Google DeepMind & New York University] https://arxiv.org/abs/2507.02119 ---[LG] Fast and Simplex: 2-Simplicial Attention in Triton [Meta & University of Texas at Austin] https://arxiv.org/abs/2507.02754 ---[LG] Energy-Based Transformers are Scalable Learners and Thinkers [Amazon & UVA] https://arxiv.org/abs/2507.02092 ---[CL] Answer Matching Outperforms Multiple Choice for Language Model Evaluation [Max Planck Institute for Intelligent Systems & Tübingen AI Center] https://arxiv.org/abs/2507.02856 ---[RO] MultiGen: Using Multimodal Generation in Simulation to Learn Multimodal Policies in Real [UC Berkeley] https://arxiv.org/abs/2507.02864 ---[LG] Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs https://arxiv.org/abs/2507.02076

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

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