AI可可AI生活

人生，没有真正的绝境。 在小宇宙查看该单集文稿

本期「人人能懂的AI前沿」，我们重点介绍五篇最新的AI论文： 00:00:27 高手过招：AI是如何在游戏中“悟道”的？ 00:04:31 造图的“慢炖”与“快炒”：AI绘画的新思路 00:08:51 AI也懂“看情况办事”了？ 00:13:34 用对锤子：AI工具的正确使用说明书 00:18:08 AI点餐的智慧：如何花小钱办大事 详细论文信息供参考： [LG] SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning [N...

有一个我们不易察觉的变化，正在重塑我们和知识、和世界相处的方式。 在小宇宙查看该单集文稿

[LG] Transformers are Graph Neural Networks [University of Cambridge] arxiv.org 在小宇宙查看该单集文稿

[LG] Why Neural Network Can Discover Symbolic Structures with Gradient-based Training: An Algebraic and Geometric Foundation for Neurosymbolic Reasoning [University of Texas at Austin] arxiv.org 在小宇宙查看该单集文稿

[LG] Performance Prediction for Large Systems via Text-to-Text Regression [Google Research] arxiv.org 在小宇宙查看该单集文稿

[CL] Sequential Diagnosis with Language Models [Microsoft AI] arxiv.org 在小宇宙查看该单集文稿

[LG] Hierarchical Reasoning Model [Sapient Intelligence, Singapore] arxiv.org 在小宇宙查看该单集文稿

[CL] OMEGA: Can LLMs Reason Outside the Box in Math? Evaluating Exploratory, Compositional, and Transformative Generalization [dmodel.ai & UC Berkeley] arxiv.org 在小宇宙查看该单集文稿

[CL] LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning [Singapore University of Technology and Design & Tsinghua University] arxiv.org 在小宇宙查看该单集文稿

[LG] Thought Anchors: Which LLM Reasoning Steps Matter? [Duke University & Aiphabet] arxiv.org 在小宇宙查看该单集文稿

[LG] Hierarchical Reasoning Model [Sapient Intelligence, Singapore] https://arxiv.org/abs/2506.21734 --- [CL] Sequential Diagnosis with Language Models [Microsoft AI] https://arxiv.org/abs/2506.22405 --- [LG] Performance Prediction for Large Systems via Text-to-Text Regression [Google Research] https://arxiv.org/abs/2506.21718 --- [LG] Why Neural Network Can Discover Symbolic Structures with Gradi...

成年人最高级的活法：在自己能掌控的领域里，拼尽全力；在自己无法掌控的领域里，保持内心的安宁。 在小宇宙查看该单集文稿

[LG] Gaussian Invariant Markov Chain Monte Carlo [Google DeepMind & UCL] arxiv.org 在小宇宙查看该单集文稿

[LG] Distilling Normalizing Flows [University of Oregon & HSE University & Picsart AI Research] arxiv.org 在小宇宙查看该单集文稿

[LG] Overtuning in Hyperparameter Optimization [LMU Munich] arxiv.org 在小宇宙查看该单集文稿

[CL] OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling [Shanghai Jiao Tong University] arxiv.org 在小宇宙查看该单集文稿

[LG] Guidance in the Frequency Domain Enables High-Fidelity Sampling at Low CFG Scales [ETH Zürich & DisneyResearch|Studios] https://arxiv.org/abs/2506.19713 --- [LG] Thought Anchors: Which LLM Reasoning Steps Matter? [Duke University & Aiphabet] https://arxiv.org/abs/2506.19143 --- [CL] LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning [Singapore University of Techn...

我们真正安身立命的核心竞争力，往往就藏在那些看起来最“没用”、最“务虚”的地方。 在小宇宙查看该单集文稿

[CL] Data Efficacy for Language Model Training [Microsoft Research] arxiv.org 在小宇宙查看该单集文稿

[CL] Bridging Offline and Online Reinforcement Learning for LLMs [FAIR at Meta] arxiv.org 在小宇宙查看该单集文稿

[LG] The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas [Stanford University] arxiv.org 在小宇宙查看该单集文稿

[CL] Potemkin Understanding in Large Language Models [MIT & University of Chicago & Harvard University] arxiv.org 在小宇宙查看该单集文稿

[CL] Can Gradient Descent Simulate Prompting? [MIT CSAIL] arxiv.org 在小宇宙查看该单集文稿

[CL] OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling [Shanghai Jiao Tong University] https://arxiv.org/abs/2506.20512 --- [LG] Overtuning in Hyperparameter Optimization [LMU Munich] https://arxiv.org/abs/2506.19540 --- [LG] Distilling Normalizing Flows [University of Oregon & HSE University & Picsart AI Research] https://arxiv.org/abs/2506.21003 --- [LG] Gaussian Invariant Ma...