00:00:32 让AI学会“学习”：不再死记硬背的秘密 00:04:30 给AI装个“外挂”：一个叫“记忆解码器”的U盘00:08:23 开会吵不完？AI教你找共识00:13:39 大海捞针？不如自己造根针00:18:41 AI减肥记：如何让聪明的机器不说废话？本期介绍的五篇论文：[CL] Learning Facts at Scale with Active Reading [Meta FAIR] https://arxiv.org/abs/2508.09494 ---[CL] Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models [Shanghai Jiao Tong University] https://arxiv.org/abs/2508.09874 ---[CL] The Human-AI Hybrid Delphi Model: A Structured Framework for Context-Rich, Expert Consensus in Complex Domains [Google Research] https://arxiv.org/abs/2508.09349 ---[LG] SYNAPSE-G: Bridging Large Language Models and Graph Learning for Rare Event Classification [Google Research] https://arxiv.org/abs/2508.09544 ---[CL] Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning [Microsoft Research] https://arxiv.org/abs/2508.09726

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

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