真正的自由，从来不是拥有无限的选择权。

[CL] AceReason-Nemotron 1.1: Advancing Math and Code Reasoning through SFT and RL Synergy [NVIDIA] https://arxiv.org/abs/2506.13284

[LG] Random Matrix Theory for Deep Learning: Beyond Eigenvalues of Linear Models [Huazhong University of Science and Technolog & UC Berkeley] https://arxiv.org/abs/2506.13139

[LG] LiveCodeBench Pro: How Do Olympiad Medalists Judge LLMs in Competitive Programming? [New York University & Princeton University] https://arxiv.org/abs/2506.119

[LG] Is your batch size the problem? Revisiting the Adam-SGD gap in language modeling [Max Planck Institute for Intelligent Systems] https://arxiv.org/abs/2506.12543

你会发现，决定你五年、十年后成为一个什么样的人，根本不是你那些写在纸上、存在手机里的宏伟计划，而是你今天，此时此刻，选择拿起一本书，还是刷一个短视频；是选择穿上跑鞋，还是继续窝在沙发里……

[LG] Because we have LLMs, we Can and Should Pursue Agentic Interpretability [Google DeepMind] https://arxiv.org/abs/2506.12152

[LG] Text-to-LoRA: Instant Transformer Adaption [Sakana AI] https://arxiv.org/abs/2506.06105

[LG] On the Closed-Form of Flow Matching: Generalization Does Not Arise from Target Stochasticity [CNRS] https://arxiv.org/abs/2506.03719

[CL] Don't Pay Attention [Avey AI] https://arxiv.org/abs/2506.11305

真正的知识管理，不是收藏，而是创造。

[LG] AutoRule: Reasoning Chain-of-thought Extracted Rule-based Rewards Improve Preference Learning [CMU] https://arxiv.org/abs/2506.15651