Haizhao Yang

Haizhao Yang

Purdue University

H-index: 27

North America-United States

About Haizhao Yang

Haizhao Yang, With an exceptional h-index of 27 and a recent h-index of 23 (since 2020), a distinguished researcher at Purdue University, specializes in the field of Data science, machine learning, high-performance computing, numerical linear algebra, applied and computational analysis.

His recent articles reflect a diverse array of research interests and contributions to the field:

Deep nonparametric estimation of operators between infinite dimensional spaces

FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model

Neural Network Approximation for Pessimistic Offline Reinforcement Learning

Hierarchical Interpolative Factorization for Self Green’s Function in 3D Modified Poisson-Boltzmann Equations

A distributed block chebyshev-davidson algorithm for parallel spectral clustering

Solving pdes on unknown manifolds with machine learning

Nearly optimal VC-dimension and pseudo-dimension bounds for deep neural network derivatives

Finite Expression Method for Learning Dynamics on Complex Networks

Haizhao Yang Information

University

Position

Assistant Professor Department of Mathematics and National University of

Citations(all)

2379

Citations(since 2020)

2096

Cited By

842

hIndex(all)

27

hIndex(since 2020)

23

i10Index(all)

55

i10Index(since 2020)

52

Email

University Profile Page

Google Scholar

Haizhao Yang Skills & Research Interests

Data science

machine learning

high-performance computing

numerical linear algebra

applied and computational analysis

Top articles of Haizhao Yang

Deep nonparametric estimation of operators between infinite dimensional spaces

Journal of Machine Learning Research

2024

FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model

arXiv preprint arXiv:2404.14688

2024/4/23

Haizhao Yang
Haizhao Yang

H-Index: 15

Neural Network Approximation for Pessimistic Offline Reinforcement Learning

Proceedings of the AAAI Conference on Artificial Intelligence

2024/3/24

Hierarchical Interpolative Factorization for Self Green’s Function in 3D Modified Poisson-Boltzmann Equations

Communications on Applied Mathematics and Computation

2024/3/6

Zhenli Xu
Zhenli Xu

H-Index: 15

Haizhao Yang
Haizhao Yang

H-Index: 15

A distributed block chebyshev-davidson algorithm for parallel spectral clustering

Journal of Scientific Computing

2024/3

Haizhao Yang
Haizhao Yang

H-Index: 15

Solving pdes on unknown manifolds with machine learning

Applied and Computational Harmonic Analysis

2024/2/29

Senwei Liang
Senwei Liang

H-Index: 3

Haizhao Yang
Haizhao Yang

H-Index: 15

Nearly optimal VC-dimension and pseudo-dimension bounds for deep neural network derivatives

Advances in Neural Information Processing Systems

2024/2/13

Haizhao Yang
Haizhao Yang

H-Index: 15

Yang Xiang
Yang Xiang

H-Index: 12

Finite Expression Method for Learning Dynamics on Complex Networks

arXiv preprint arXiv:2401.03092

2024/1/5

Chunmei Wang
Chunmei Wang

H-Index: 5

Haizhao Yang
Haizhao Yang

H-Index: 15

Nearly optimal approximation rates for deep super relu networks on sobolev spaces

arXiv preprint arXiv:2310.10766

2023/10/16

let data talk: data-regularized operator learning theory for inverse problems

arXiv preprint arXiv:2310.09854

2023/10/15

Optimal Neural Network Approximation for High-Dimensional Continuous Functions

2023/10/13

Haizhao Yang
Haizhao Yang

H-Index: 15

On fast simulation of dynamical system with neural vector enhanced numerical solver

Scientific Reports

2023/9/14

PiPs: A kernel-based optimization scheme for analyzing non-stationary 1D signals

Applied and Computational Harmonic Analysis

2023/9/1

Friedrichs learning: Weak solutions of partial differential equations via deep learning

SIAM Journal on Scientific Computing

2023/6/30

Convergence analysis of the deep galerkin method for weak solutions

arXiv preprint arXiv:2302.02405

2023/2/5

A finite expression method for solving high-dimensional committor problems

arXiv preprint arXiv:2306.12268

2023/6/21

Haizhao Yang
Haizhao Yang

H-Index: 15

Spectral clustering via orthogonalization-free methods

arXiv preprint arXiv:2305.10356

2023/5/16

Haizhao Yang
Haizhao Yang

H-Index: 15

Finite expression methods for discovering physical laws from data

arXiv preprint arXiv:2305.08342

2023/5/15

Stationary density estimation of itô diffusions using deep learning

SIAM Journal on Numerical Analysis

2023/2/28

Deep Learning via Neural Energy Descent

arXiv preprint arXiv:2302.10424

2023/2/21

See List of Professors in Haizhao Yang University(Purdue University)

Co-Authors

academic-engine