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20112026
most citedAutonomous inference of complex network dynamics from incomplete and noisy data

87 citations · 221 across the 37 of their papers we have counts for

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math.DS2026

Nonlocal Hamiltonian Dynamics on Sparse Lévy Graphs: Spectral Analysis and Multimodal Sampling

Miaolei Zheng, Ting Gao, Jinqiao Duan

We develop a sparse graph method for transporting probability mass toward multimodal target distributions through damped nonlocal Hamiltonian dynamics. The formulation combines log…

math.DS2026

Geometric Methods for Stochastic Dynamical Systems: A Concise Introduction

Jinqiao Duan, Ting Gao, Qiao Huang +1

There is growing interest in stochastic dynamics in the applied mathematics, interdis-ciplinary science, and artificial intelligence communities. This book is written primarilyfor…