activity
20112026
most citedDeep Nitsche Method: Deep Ritz Method with Essential Boundary Conditions

137 citations · 235 across the 26 of their papers we have counts for

collaborators
Showing 2026Show all

5 papers · 1 filter

math.NA2026

The Scott-Vogelius element is inf-sup stable on Freudenthal meshes for

Siqi Ding, Pingbing Ming, Haijun Yu +1

The Scott-Vogelius element is a classical divergence-free mixed finite element for the Stokes problem that has attracted decades of research attention, yet its theoretical framewor…

math.NA2026

Spectral Convergence of Random Feature Method in Multiple Dimensions

Pingbing Ming, Hao Yu

We first prove spectral convergence of the random feature method (RFM) for multidimensional targets in Sobolev, Gevrey, ultra-analytic, and bandlimited classes. The analysis establ…

cs.LG2026

Why Multi-Layer Message Passing Works: Completeness Theory for Graph Neural Network Interatomic Potentials

Pingbing Ming, Han Wang

We prove that the Hypergraph Neural Network, an invariant architecture with 3-body message passing, is a universal approximator for potential energy surfaces. Our main contribution…

math.AP2026

Sharp Mixed Spectral Barron Regularity of Coulombic Many-Electron Wave Functions

Pingbing Ming, Hao Yu

We establish sharp mixed spectral Barron regularity for eigenfunctions of molecular Coulomb Hamiltonians. The mixed norm is a Fourier norm with one isotropic weight and coord…

math.AP2026

Sharp Barron Regularity Results for Coulombic Many-Electron Wave Functions

Pingbing Ming, Hao Yu

We establish sharp Barron regularity for Coulombic many-electron wave functions after extraction of the universal cut-off Jastrow factors. Following the factorization of Fournais e…