3 papers
physics.soc-ph2025
Quantifying Transient Dynamics in Heterogeneous Networks under Various Inputs
Xiaoge Bao, Wei P. Dai, Jan Nagler +1
Understanding how transient dynamics unfold in response to localized inputs is central to predicting and controlling signal propagation in network systems, including neural process…
q-bio.QM2025
Quantifying energy landscape of high-dimensional oscillatory systems by diffusion decomposition
Shirui Bian, Ruisong Zhou, Wei Lin +1
High-dimensional networks producing oscillatory dynamics are ubiquitous in biological systems. Unravelling the mechanism of oscillatory dynamics in biological networks with stochas…
cs.LG2024
Utilizing Causal Network Markers to Identify Tipping Points ahead of Critical Transition
Shirui Bian, Zezhou Wang, Siyang Leng +2
Early-warning signals of delicate design are always used to predict critical transitions in complex systems, which makes it possible to render the systems far away from the catastr…