ArXiv TLDR

Zhangyong Liang

2 papers · Latest:

Machine Learning

Conflict-Aware Harmonized Rotational Gradient for Multiscale Kinetic Regimes

HRGrad is a novel method that resolves gradient conflicts in multiscale kinetic problems by harmonizing rotational gradients, improving APNN performance.

2604.24745
Machine Learning

Stochastic-Dimension Frozen Sampled Neural Network for High-Dimensional Gross-Pitaevskii Equations on Unbounded Domains

SD-FSNN solves high-dimensional Gross-Pitaevskii equations on unbounded domains with dimension-independent cost and superior accuracy.

2604.09361

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