EPISODE · Mar 31, 2026 · 32 MIN
[人人能懂AI前沿] AI的智慧升级:元认知、B计划与组合式决策
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想知道AI如何学会给自己准备“B计划”以防不测,又如何像个聪明的财务顾问一样在预算内做出最优决策吗?本期我们将一探究竟,从让AI拥有“元认知”能力,到学会“两步一回头”的智慧工作法,再到化身“艺术家与工匠”的完美结合体。这些最新的AI论文,正在教AI如何更聪明地思考和工作,而不仅仅是更努力地计算。00:00:30 你的“外挂”,也需要一个“外挂”00:06:39 你的AI助手,需要一个“Plan B”00:13:33 预算有限,如何做出最优决策?00:20:07 为什么顶尖高手,都懂得“两步一回头”?00:26:01 AI制药,高手对决还是联手坐庄?本期介绍的几篇论文:[AI] Meta-Harness: End-to-End Optimization of Model Harnesses [Stanford University] https://arxiv.org/abs/2603.28052 ---[LG] Next-Token Prediction and Regret Minimization [Google Research] https://arxiv.org/abs/2603.28499 ---[LG] Multiple-Prediction-Powered Inference [MIT & Google Research] https://arxiv.org/abs/2603.27414 ---[LG] High dimensional theory of two-phase optimizers [Google DeepMind] https://arxiv.org/abs/2603.26954 ---[LG] Scaling Atomistic Protein Binder Design with Generative Pretraining and Test-Time Compute [NVIDIA] https://arxiv.org/abs/2603.27950
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[人人能懂AI前沿] AI的智慧升级:元认知、B计划与组合式决策
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