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
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[CL] Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models
[Shanghai Jiao Tong University]
https://arxiv.org/abs/2508.09874
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[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
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[LG] SYNAPSE-G: Bridging Large Language Models and Graph Learning for Rare Event Classification
[Google Research]
https://arxiv.org/abs/2508.09544
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[CL] Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning
[Microsoft Research]
https://arxiv.org/abs/2508.09726