OpenReview
.net
OpenReview
.net
Login
OpenReview
.net
Login
Hong-Kun Zhang
Full Professor, Mathematics, Great Bay University
Joined
May 2024
Names
Hong-Kun Zhang
(Preferred)
,
Hongkun Zhang
Emails
****@umass.edu
(Confirmed)
,
****@gbu.edu.cn
(Confirmed)
,
****@math.umass.edu
(Confirmed)
Personal Links
Homepage
Google Scholar
ORCID
Career & Education History
Full Professor
Mathematics,
Great Bay University
(gbu.edu.cn)
2026
–
Present
Full Professor
Mathematics & Statistics,
University of Massachusetts at Amherst
(umass.edu)
2008
–
2025
Advisors, Relations & Conflicts
Coauthor
Panayotis Kevrekidis
2022
–
Present
Coauthor
Zhihong Jeff Xia
2008
–
Present
Coauthor
Wei Zhu
2024
–
2025
Expertise
Koopman Operator
2020
–
Present
Machine Learning
2019
–
Present
Graph neural networks
2019
–
Present
Mathematical Foundation of Neural Networks
2019
–
Present
Publications
Graph signal processing on dynamic graphs based on temporal-attention product
Ru Geng
,
Yixian Gao
,
Hong-Kun Zhang
,
Jian Zu
https://www.sciencedirect.com/science/article/abs/pii/S1063520323000660?casa_token=TkBBxYu0Jv4AAAAA:7lH75olEMiuEUSFS4NHLvGLDR4HkNl9yMfwTo5fzk2_iyvnKVEM7-GFMUhuy0YtNsFzU49a-
Readers:
Everyone
Decoding global economic dynamic: A graph-based examination of contemporary ETF markets
Ru Geng
,
Hong-Kun Zhang
,
Yixian Gao
,
Gangnan Yuan
https://www.sciencedirect.com/science/article/abs/pii/S0960077925013268?casa_token=sR3TIQK92rcAAAAA:8fmuKf3Bz-rtRwjaQv8XMlQJB0LtZ3htNcl9wY382gRX1DrUrWiEqEHkdATVuU-QTHppO1_FfQ
Readers:
Everyone
α-separable graph Hamiltonian network: A robust model for learning particle interactions in lattice systems
Yixian Gao
,
Ru Geng
,
Panayotis Kevrekidis
,
Hong-Kun Zhang
,
Jian Zu
https://journals.aps.org/pre/abstract/10.1103/PhysRevE.111.015309
Readers:
Everyone
Universal-basis neural ODE modeling of the discrete sine-gordon system
Mingkun Li
,
zaijiu shang
,
Peng Wang
,
Hong-Kun Zhang
,
Junjie Fan
Nonlinear Dynamics, Springer
Readers:
Everyone
Neural Implementations of Rational Approximation: CauchyNet and XNet
Xin Li
,
Xiaotao Zheng
,
Zhihong Jeff Xia
,
Hong-Kun Zhang
ICLR 2026 Conference Withdrawn Submission
Readers:
Everyone
Data-driven discovery of conservation laws from trajectories via neural deflation
Shaoxuan Chen
,
Panayotis G. Kevrekidis
,
Hong-Kun Zhang
,
Wei Zhu
Commun. Nonlinear Sci. Numer. Simul. 2025
Readers:
Everyone
Cauchy activation function and XNet
Xin Li
,
Zhihong Xia
,
Hongkun Zhang
Neural Networks 2025
Readers:
Everyone
Data-Driven Discovery of Conservation Laws from Trajectories via Neural Deflation
Shaoxuan Chen
,
Panayotis G. Kevrekidis
,
Hong-Kun Zhang
,
Wei Zhu
CoRR 2024
Readers:
Everyone
Graph Attention Hamiltonian Neural Networks: A Lattice System Analysis Model Based on Structural Learning
Ru Geng
,
Yixian Gao
,
Jian Zu
,
Hong-Kun Zhang
CoRR 2024
Readers:
Everyone
Data-driven learning of chaotic dynamical systems using Discrete-Temporal Sobolev Networks
Connor M. Kennedy
,
Trace Crowdis
,
Haoran Hu
,
Sankaran Vaidyanathan
,
Hongkun Zhang
Neural Networks 2024
Readers:
Everyone
View all 11 publications
Co-Authors
Connor M. Kennedy
Gangnan Yuan
Haoran Hu
Jian Zu
Junjie Fan
Mingkun Li
Panayotis G. Kevrekidis
Panayotis Kevrekidis
Peng Wang
Ru Geng
Sankaran Vaidyanathan
Shaoxuan Chen
Trace Crowdis
Wei Zhu
Xiaotao Zheng
Xin Li
Yixian Gao
Zhihong Jeff Xia
Zhihong Xia
zaijiu shang