Guang Lin

Guang Lin

Purdue University

H-index: 38

North America-United States

About Guang Lin

Guang Lin, With an exceptional h-index of 38 and a recent h-index of 29 (since 2020), a distinguished researcher at Purdue University, specializes in the field of Scientific Machine Learning, Uncertainty Quantification, Generative AI, LLM, Deep Learning.

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

Energy-dissipative evolutionary deep operator neural networks

HomPINNs: Homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions

Accelerating approximate thompson sampling with underdamped langevin monte carlo

Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks

Accelerating inverse inference of ensemble Kalman filter via reduced-order model trained using adaptive sparse observations

Restoring the discontinuous heat equation source using sparse boundary data and dynamic sensors

Federated x-armed bandit

Sampling-accelerated prediction of phonon scattering rates for converged thermal conductivity and radiative properties

Guang Lin Information

University

Position

Professor of Mathematics

Citations(all)

5283

Citations(since 2020)

3431

Cited By

2940

hIndex(all)

38

hIndex(since 2020)

29

i10Index(all)

126

i10Index(since 2020)

99

Email

University Profile Page

Purdue University

Google Scholar

View Google Scholar Profile

Guang Lin Skills & Research Interests

Scientific Machine Learning

Uncertainty Quantification

Generative AI

LLM

Deep Learning

Top articles of Guang Lin

Title

Journal

Author(s)

Publication Date

Energy-dissipative evolutionary deep operator neural networks

Journal of Computational Physics

Jiahao Zhang

Shiheng Zhang

Jie Shen

Guang Lin

2024/2/1

HomPINNs: Homotopy physics-informed neural networks for solving the inverse problems of nonlinear differential equations with multiple solutions

Journal of Computational Physics

Haoyang Zheng

Yao Huang

Ziyang Huang

Wenrui Hao

Guang Lin

2024/3/1

Accelerating approximate thompson sampling with underdamped langevin monte carlo

Haoyang Zheng

Wei Deng

Chris Moya

Guang Lin

2024

Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks

arXiv preprint arXiv:2402.15406

Christian Moya

Amirhossein Mollaali

Zecheng Zhang

Lu Lu

Guang Lin

2024/2/23

Accelerating inverse inference of ensemble Kalman filter via reduced-order model trained using adaptive sparse observations

Journal of Computational Physics

Yuepeng Wang

Jie Li

Wenju Zhao

IM Navon

Guang Lin

2024/1/1

Restoring the discontinuous heat equation source using sparse boundary data and dynamic sensors

Inverse Problems

Guang Lin

Na Ou

Zecheng Zhang

Zhidong Zhang

2024/2/13

Federated x-armed bandit

Proceedings of the AAAI Conference on Artificial Intelligence

Wenjie Li

Qifan Song

Jean Honorio

Guang Lin

2024/3/24

Sampling-accelerated prediction of phonon scattering rates for converged thermal conductivity and radiative properties

npj Computational Materials

Ziqi Guo

Zherui Han

Dudong Feng

Guang Lin

Xiulin Ruan

2024/2/7

Deep operator learning-based surrogate models with uncertainty quantification for optimizing internal cooling channel rib profiles

International Journal of Heat and Mass Transfer

Izzet Sahin

Christian Moya

Amirhossein Mollaali

Guang Lin

Guillermo Paniagua

2024/2/1

Regional 4D Cardiac Magnetic Resonance Strain Predicts Subclinical Cardiomyopathy Progression in Duchenne Muscular Dystrophy

medRxiv

Conner C Earl

Alexa M Jauregui

Guang Lin

Kan N Hor

Larry W Markham

...

2023/11/8

Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes

Jinwon Sohn

Qifan Song

Guang Lin

2024/4/18

Artificial intelligence guided thermoelectric materials design and discovery

Advanced Electronic Materials

Guangshuai Han

Yixuan Sun

Yining Feng

Guang Lin

Na Lu

2023/8

Statistical Learning for Nonlinear Dynamical Systems with Applications to Aircraft-UAV Collisions

Technometrics

Xinchao Liu

Xiao Liu

Tulin Kaman

Xiaohua Lu

Guang Lin

2023/4/17

On approximating the dynamic response of synchronous generators via operator learning: A step towards building deep operator-based power grid simulators

arXiv preprint arXiv:2301.12538

Christian Moya

Guang Lin

Tianqiao Zhao

Meng Yue

2023/1/29

B-LSTM-MIONet: Bayesian LSTM-based Neural Operators for Learning the Response of Complex Dynamical Systems to Length-Variant Multiple Input Functions

arXiv preprint arXiv:2311.16519

Zhihao Kong

Amirhossein Mollaali

Christian Moya

Na Lu

Guang Lin

2023/11/28

Deeponet-grid-uq: A trustworthy deep operator framework for predicting the power grid’s post-fault trajectories

Neurocomputing

Christian Moya

Shiqi Zhang

Guang Lin

Meng Yue

2023/5/28

Interpretable Molecular Property Predictions Using Marginalized Graph Kernels

Journal of Chemical Information and Modeling

Yan Xiang

Yu-Hang Tang

Guang Lin

Daniel Reker

2023/7/28

Federated High-Dimensional Online Decision Making

Transactions on Machine Learning Research

Chi-Hua Wang

Wenjie Li

Guang Lin

2023/1/25

Learning the dynamical response of nonlinear non-autonomous dynamical systems with deep operator neural networks

Engineering Applications of Artificial Intelligence

Guang Lin

Christian Moya

Zecheng Zhang

2023/10/1

Sampling-accelerated First-principles Prediction of Phonon Scattering Rates for Converged Thermal Conductivity and Radiative Properties

arXiv preprint arXiv:2311.12935

Ziqi Guo

Zherui Han

Dudong Feng

Guang Lin

Xiulin Ruan

2023/11/21

See List of Professors in Guang Lin University(Purdue University)

Co-Authors

H-index: 46
Chun Zhao

Chun Zhao

University of Science and Technology of China

H-index: 35
Faming Liang

Faming Liang

Purdue University

H-index: 35
Minghuai Wang

Minghuai Wang

Nanjing University

H-index: 28
Ben Yang

Ben Yang

Nanjing University

H-index: 22
Xiaoliang Wan

Xiaoliang Wan

Louisiana State University

H-index: 11
Bledar Alexandros Konomi

Bledar Alexandros Konomi

University of Cincinnati

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