真正的自由，是从不再解释开始。当你不再需要向世界证明什么时，你才真正开始拥有了自己的人生。

[CV] Align Your Flow: Scaling Continuous-Time Flow Map Distillation [NVIDIA] https://arxiv.org/abs/2506.14603

[LG] Taming Polysemanticity in LLMs: Provable Feature Recovery via Sparse Autoencoders [Yale University & Shanghai Jiao Tong University] https://arxiv.org/abs/2506.14002

[LG] Flat Channels to Infinity in Neural Loss Landscapes [EPFL & Flatiron Institute] https://arxiv.org/abs/2506.14951

[LG] GrokAlign: Geometric Characterisation and Acceleration of Grokking [Rice University & Brown University] https://arxiv.org/abs/2506.12284

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