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Zongren Zou
Publication Activity (10 Years)
Years Active: 2022-2024
Publications (10 Years): 12
Top Topics
Nonlinear Dynamical Systems
Neural Network
Symbolic Regression
Machine Learning
Top Venues
CoRR
J. Comput. Phys.
SIAM Rev.
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Publications
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Zongren Zou
,
Xuhui Meng
,
Apostolos F. Psaros
,
George E. Karniadakis
NeuralUQ: A Comprehensive Library for Uncertainty Quantification in Neural Differential Equations and Operators.
SIAM Rev.
66 (1) (2024)
Apostolos F. Psaros
,
Xuhui Meng
,
Zongren Zou
,
Ling Guo
,
George Em Karniadakis
Uncertainty quantification in scientific machine learning: Methods, metrics, and comparisons.
J. Comput. Phys.
477 (2023)
Zongren Zou
,
Xuhui Meng
,
George Em Karniadakis
Uncertainty quantification for noisy inputs-outputs in physics-informed neural networks and neural operators.
CoRR
(2023)
Minglang Yin
,
Zongren Zou
,
Enrui Zhang
,
Cristina Cavinato
,
Jay D. Humphrey
,
George Em Karniadakis
A Generative Modeling Framework for Inferring Families of Biomechanical Constitutive Laws in Data-Sparse Regimes.
CoRR
(2023)
Zhen Zhang
,
Zongren Zou
,
Ellen Kuhl
,
George Em Karniadakis
Discovering a reaction-diffusion model for Alzheimer's disease by combining PINNs with symbolic regression.
CoRR
(2023)
Paula Chen
,
Tingwei Meng
,
Zongren Zou
,
Jérôme Darbon
,
George Em Karniadakis
Leveraging Hamilton-Jacobi PDEs with time-dependent Hamiltonians for continual scientific machine learning.
CoRR
(2023)
Zongren Zou
,
George Em Karniadakis
L-HYDRA: Multi-Head Physics-Informed Neural Networks.
CoRR
(2023)
Zongren Zou
,
Xuhui Meng
,
George Em Karniadakis
Correcting model misspecification in physics-informed neural networks (PINNs).
CoRR
(2023)
Paula Chen
,
Tingwei Meng
,
Zongren Zou
,
Jérôme Darbon
,
George Em Karniadakis
Leveraging Multi-time Hamilton-Jacobi PDEs for Certain Scientific Machine Learning Problems.
CoRR
(2023)
Kevin Linka
,
Amelie Schafer
,
Xuhui Meng
,
Zongren Zou
,
George Em Karniadakis
,
Ellen Kuhl
Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems.
CoRR
(2022)
Apostolos F. Psaros
,
Xuhui Meng
,
Zongren Zou
,
Ling Guo
,
George Em Karniadakis
Uncertainty Quantification in Scientific Machine Learning: Methods, Metrics, and Comparisons.
CoRR
(2022)
Zongren Zou
,
Xuhui Meng
,
Apostolos F. Psaros
,
George Em Karniadakis
NeuralUQ: A comprehensive library for uncertainty quantification in neural differential equations and operators.
CoRR
(2022)