1
Propagation of Chaos in Contextual Flow Maps
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…
2
Semantic Feature Segmentation for Interpretable Predictive Maintenance in Complex Systems
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 …
3
PRIM: Meta-Learned Bayesian Root Cause Analysis
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…
4
Trajectory-Aware Reliability Modeling of Democratic Systems
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…
5
Learning Developmental Scaffoldings to Guide Self-Organisation
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…