把LLM输出看作动力系统轨迹，这项研究首次给出可区分性的理论保证，值得深读。
arXiv:2607.28667v1 Announce Type: cross Abstract: Recent work has shown that classifying large language models (LLMs)' responses can be distinguished …
IT之家 6 月 26 日消息，在今天的奇瑞第二届方盒子大会暨新品发布会中，2026 款捷途山海 T1 四驱版上市，该车采用 1.5T 混合动力系统， 官方指导价区间为 15.99-18.99 万元，限时焕新价区间为 14.99-17.99 万元。 车型 上市指导价（万元） 限时焕新价（万元） 15…
探索利用物理动力学在模拟硬件上运行生成模型，突破传统数字计算的能效瓶颈。
arXiv:2606.27294v1 Announce Type: cross Abstract: Analog hardware platforms such as coupled oscillators and Analog Ising Machines naturally solve diff…
将Port-Hamiltonian系统与Kolmogorov-Arnold网络融合，为可解释、保物理规律的神经网络设计提供新方案。
arXiv:2606.14708v1 Announce Type: cross Abstract: Data-driven machine learning approaches have become increasingly attractive for nonlinear system ide…
动力系统的不确定性研究，最新 arXiv 论文探讨关键问题。
arXiv:2606.11988v1 Announce Type: new Abstract: The distinction between aleatoric and epistemic uncertainty has received considerable attention in mac…
从动力系统与熵相变视角揭示LLM推理的触发条件，为理解大模型认知机制提供新洞见。
arXiv:2605.22873v1 Announce Type: cross Abstract: Chain-of-thought (CoT) reasoning has become the default strategy for enhancing LLM capabilities, yet…