activity
20222026
most citedAn efficient stochastic particle method for high-dimensional nonlinear PDEs

1 citations · 1 across the 7 of their papers we have counts for

collaborators

8 papers

math.NA2026

Dynamical low-rank methods for the Wigner equation I: separable difference potential

Sihong Shao, Yuehan Shao

Recent advances in dynamical low-rank approximation (DLRA) have demonstrated its effectiveness in high-dimensional simulations. However, existing DLRA algorithms still face signifi…

math.NA2026

Solving Vlasov-Poisson system with an adaptive Hermite spectral method

Sihong Shao, Yanli Wang, Jie Wu

We propose an adaptive Hermite spectral method for the Vlasov-Poisson system based on a recently developed frequency indicator that measures the contribution of the high-order expa…

quant-ph2026

Weak Adversarial Neural Pushforward Method for the Wigner Transport Equation

Andrew Qing He, Wei Cai, Sihong Shao

We extend the Weak Adversarial Neural Pushforward Method to the Wigner transport equation governing the phase-space dynamics of quantum systems. The central contribution is a struc…

math.NA2025

Stochastic particle method with birth-death dynamics

Jingyang Huang, Zhengyang Lei, Sihong Shao

In order to numerically solve high-dimensional nonlinear PDEs and alleviate the curse of dimensionality, a stochastic particle method (SPM) has been proposed to capture the relevan…

stat.ML2025

Density estimation via mixture discrepancy and moments

Zhengyang Lei, Lirong Qu, Sihong Shao +1

With the aim of generalizing histogram statistics to higher dimensional cases, density estimation via discrepancy based sequential partition (DSP) has been proposed to learn an ada…

physics.comp-ph2024

Adaptive sampling accelerates the hybrid deviational particle simulations

Zhengyang Lei, Sihong Shao

To avoid ineffective collisions between the equilibrium states, the hybrid method with deviational particles (HDP) has been proposed to integrate the Vlasov-Poisson-Landau system,…

math.NA2023★ 1 cited

An efficient stochastic particle method for high-dimensional nonlinear PDEs

Zhengyang Lei, Sihong Shao, Yunfeng Xiong

Numerical resolution of high-dimensional nonlinear PDEs remains a huge challenge due to the curse of dimensionality. Starting from the weak formulation of the Lawson-Euler scheme,…

quant-ph2022

A characteristic-spectral-mixed scheme for six-dimensional Wigner-Coulomb dynamics

Yunfeng Xiong, Yong Zhang, Sihong Shao

Numerical resolution for 6-D Wigner dynamics under the Coulomb potential faces with the combined challenges of high dimensionality, nonlocality, oscillation and singularity. In par…