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主播
节目简介
来源：小宇宙
你有没有想过，为什么AI能从互联网的海量垃圾中炼出真金，而不是变成一个只会死记硬背的书呆子？当AI犯错时，我们是该让它闭嘴，还是有更聪明的办法让它学会“谦逊”？本期节目，我们将通过几篇最新的AI论文，揭示AI如何像一个并行专家团队一样解决难题，又是如何受困于一个惊人简洁的“瓶颈定律”，带你一窥AI大脑中那些优雅而深刻的学习法则。
00:00:33 最优解的密码，藏在并行的智慧里
00:05:55 AI怎么才能不说谎？答案藏在一种人类智慧里
00:10:13 AI训练场上的“隐形杀手”
00:16:52 AI怎么从一堆垃圾里炼出真金？
00:23:33 增长的瓶颈定律，规模不是优势，弱点才是关键
本期介绍的几篇论文：
[LG] Black-box optimization of noisy functions with unknown smoothness
[INRIA Lille & Google DeepMind]
https://arxiv.org/abs/2605.02462
---
[CL] Hallucinations Undermine Trust; Metacognition is a Way Forward
[Google Research & Tel Aviv University]
https://arxiv.org/abs/2605.01428
---
[LG] Generalized Distributional Alignment Games for Unbiased Answer-Level Fine-Tuning
[Google Research]
https://arxiv.org/abs/2605.02435
---
[LG] A Theory of Generalization in Deep Learning
[Stanford University]
https://arxiv.org/abs/2605.01172
---
[LG] A Theory of Saddle Escape in Deep Nonlinear Networks
[UC Berkeley]
https://arxiv.org/abs/2605.01288
00:00:33 最优解的密码，藏在并行的智慧里
00:05:55 AI怎么才能不说谎？答案藏在一种人类智慧里
00:10:13 AI训练场上的“隐形杀手”
00:16:52 AI怎么从一堆垃圾里炼出真金？
00:23:33 增长的瓶颈定律，规模不是优势，弱点才是关键
本期介绍的几篇论文：
[LG] Black-box optimization of noisy functions with unknown smoothness
[INRIA Lille & Google DeepMind]
https://arxiv.org/abs/2605.02462
---
[CL] Hallucinations Undermine Trust; Metacognition is a Way Forward
[Google Research & Tel Aviv University]
https://arxiv.org/abs/2605.01428
---
[LG] Generalized Distributional Alignment Games for Unbiased Answer-Level Fine-Tuning
[Google Research]
https://arxiv.org/abs/2605.02435
---
[LG] A Theory of Generalization in Deep Learning
[Stanford University]
https://arxiv.org/abs/2605.01172
---
[LG] A Theory of Saddle Escape in Deep Nonlinear Networks
[UC Berkeley]
https://arxiv.org/abs/2605.01288
