![[人人能懂AI前沿] 从思想引导、言行一致到世界模型](https://image.xyzcdn.net/FuDP4HpAp8ezgVZMmEel3mblKCmJ.jpg@middle)
主播
节目简介
来源：小宇宙
你有没有想过，我们能像做微创手术一样，在AI思考的瞬间“拨乱反正”，引导它向善吗？或者，让昂贵的AI训练学会“温故知新”，把扔掉的经验变废为宝？本期节目，我们将一起探索几篇最新论文，看看科学家们如何教会AI遵守自己立下的规矩，如何让它既会“看路”又会“造景”，甚至，如何为它补上一堂生动的物理课，让它的想象力更符合现实。准备好了吗？让我们马上出发！
00:00:34 给AI的大脑装一个“概念导航”
00:06:53 AI训练的高效秘诀，好东西值得再用一次
00:12:07 如何看穿一个AI的“人设”？
00:16:56 AI新思路，想看清世界，先学会走路
00:23:07 为什么AI生成的视频总感觉“假”？答案藏在物理学里
本期介绍的几篇论文：
[LG] Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs
[University of Pennsylvania & Amazon]
https://arxiv.org/abs/2604.08846
---
[LG] Efficient RL Training for LLMs with Experience Replay
[FAIR at Meta]
https://arxiv.org/abs/2604.08706
---
[CL] Do LLMs Follow Their Own Rules? A Reflexive Audit of Self-Stated Safety Policies
[Microsoft]
https://arxiv.org/abs/2604.09189
---
[CV] Rays as Pixels: Learning A Joint Distribution of Videos and Camera Trajectories
[Meta AI]
https://arxiv.org/abs/2604.09429
---
[CV] PhysInOne: Visual Physics Learning and Reasoning in One Suite
[vLAR Group]
https://arxiv.org/abs/2604.09415
00:00:34 给AI的大脑装一个“概念导航”
00:06:53 AI训练的高效秘诀，好东西值得再用一次
00:12:07 如何看穿一个AI的“人设”？
00:16:56 AI新思路，想看清世界，先学会走路
00:23:07 为什么AI生成的视频总感觉“假”？答案藏在物理学里
本期介绍的几篇论文：
[LG] Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs
[University of Pennsylvania & Amazon]
https://arxiv.org/abs/2604.08846
---
[LG] Efficient RL Training for LLMs with Experience Replay
[FAIR at Meta]
https://arxiv.org/abs/2604.08706
---
[CL] Do LLMs Follow Their Own Rules? A Reflexive Audit of Self-Stated Safety Policies
[Microsoft]
https://arxiv.org/abs/2604.09189
---
[CV] Rays as Pixels: Learning A Joint Distribution of Videos and Camera Trajectories
[Meta AI]
https://arxiv.org/abs/2604.09429
---
[CV] PhysInOne: Visual Physics Learning and Reasoning in One Suite
[vLAR Group]
https://arxiv.org/abs/2604.09415
