用单个开源大模型取代223节点代理图，看企业级SOP自动化如何化繁为简。
Article URL: https://www.netic.ai/blog/replacing-node-agent-graph-with-open-source-llm Comments URL: https://news.ycombinator.com/item?id=49394842 Poi…
从物理多体系统视角揭示ChatGPT类AI的倾斜动力学，探索涌现行为与相变机制。
arXiv:2607.25279v1 Announce Type: new Abstract: Why do ChatGPT-like AIs, despite major architectural and training differences, unexpectedly tip to und…
从个体行为到系统镜像，前沿研究揭示社会模拟如何跨越基于智能体建模与数字孪生的技术鸿沟。
arXiv:2607.13693v1 Announce Type: cross Abstract: This book chapter covers the evolution of social simulation from classical agent-based models, in wh…
把大模型推理能力融入智能体建模，为复杂系统模拟带来新思路，值得技术研究者细读。
arXiv:2607.06757v1 Announce Type: new Abstract: Agent-based modeling (ABM) has the capability to model millions of individuals and their interactions,…
复杂系统背后隐藏的重复模式图谱，帮你一眼看穿结构规律
Article URL: https://nikitph.github.io/motifs/ Comments URL: https://news.ycombinator.com/item?id=48683543 Points: 1 # Comments: 1
52页论文探讨秩序与控制间微妙关系，挑战传统认知的复杂系统理论新视角
arXiv:2606.12923v1 Announce Type: cross Abstract: AI alignment, interpretability, steering, and neural perturbation studies identify order-inducing ob…
探索混沌传播在上下文流图中的理论机制，为复杂系统建模提供新视角。
arXiv:2605.16747v1 Announce Type: new Abstract: We develop a quantitative statistical theory of transformers in the large-context regime by adopting t…
提出语义特征分割框架，提升复杂系统预测性维护的可解释性，解决监控变量冗余问题。
arXiv:2605.14318v1 Announce Type: new Abstract: Predictive maintenance in complex systems is often complicated by the heterogeneity and redundancy of …
用元学习+贝叶斯推断搞定复杂系统根因分析，无需完整因果图即可高效定位故障。
arXiv:2605.08786v2 Announce Type: replace Abstract: Root cause analysis (RCA) in complex systems is challenging due to error propagation across multip…
将机器学习可靠性建模方法引入政治系统，揭示民主制度中机构弱化与级联失效的动力学机制，交叉学科视角独特。
arXiv:2604.20127v2 Announce Type: replace Abstract: Failures in complex systems often emerge through gradual degradation and the propagation of stress…
从亚细胞到生命体，自然系统如何借发育脚手架引导自组织？这项研究揭示蓝图外的信息驱动机理。
arXiv:2605.14998v1 Announce Type: new Abstract: From subcellular structures to entire organisms, many natural systems generate complex organisation th…