Xu, Xianliang

3 publications

ICLR 2026 Fast Convergence of Natural Gradient Descent for Over-Parameterized Physics-Informed Neural Networks Xianliang Xu, Wang Kong, JiahengM, Zhongyi Huang, Ye Li
IJCAI 2025 A Priori Estimation of the Approximation, Optimization and Generalization Errors of Random Neural Networks for Solving Partial Differential Equations Xianliang Xu, Ye Li, Zhongyi Huang
ICML 2025 Refined Generalization Analysis of the Deep Ritz Method and Physics-Informed Neural Networks Xianliang Xu, Ye Li, Zhongyi Huang