00:00:27 AI的“一忘皆空”：一种全新的遗忘术00:04:23 高手思维：如何像AI一样“想得又快又好”？00:08:33 高手“停顿”的秘密：如何把机器人的犹豫变成智慧00:12:15 给机器人一个“梦境模拟器”，世界会怎样？00:16:10 从“听话”到“懂你”：人工智能的下一次进化本期介绍的几篇论文：[LG] Reliable Unlearning Harmful Information in LLMs with Metamorphosis Representation Projection [Peking University & Tsinghua University] https://arxiv.org/abs/2508.1 ---[LG] Deep Think with Confidence [Meta AI & UCSD] https://arxiv.org/abs/2508.15260 ---[RO] Exploiting Policy Idling for Dexterous Manipulation [Google DeepMind] https://arxiv.org/abs/2508.15669 ---[RO] Neural Robot Dynamics [NVIDIA] https://arxiv.org/abs/2508.15755 ---[LG] Open-Universe Assistance Games [MIT CSAIL] https://arxiv.org/abs/2508.15119
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