A unified short-time framework for extreme reachability of continuous-time random walks on networks is developed, showing that both the many-walker limit and the frequent-resetting limit are controlled by the short-time asymptotics of the first-passage time distribution, determined by the network's shortest-path struct...
Fei Ma, Xincheng Hu, Jinzhi Ouyang et al.· Proceedings of the 32nd ACM...· 0 citations
Extreme events play a central role in networked stochastic processes, governing the fastest information spreading, quickest search, and earliest arrival in many real-world systems. In this paper, we develop a unified short-time framework for extreme reachability of continuous-time random walks on networks. We show that...
Fei Ma, Xincheng Hu, Jinzhi Ouyang et al.· Proceedings of the 32nd ACM...· 0 citations
The Emergent Modular Atomic Network (EMAN), an optimization-driven framework for exposing an antisymmetric growth direction through latent relative phases without instantiating a second path, and for monitoring multiple decision signals during training to transform local optimization evidence into a structural decision...
Chen Fang, Jingchen Li, Hong-Zong Li et al.· 0 citations
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