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Zongren Zou
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2020 – today
- 2024
- [j4]Zongren Zou, Xuhui Meng, George Em Karniadakis:
Correcting model misspecification in physics-informed neural networks (PINNs). J. Comput. Phys. 505: 112918 (2024) - [j3]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): 161-190 (2024) - [j2]Paula X. Chen, Tingwei Meng, Zongren Zou, Jérôme Darbon, George Em Karniadakis:
Leveraging Multitime Hamilton-Jacobi PDEs for Certain Scientific Machine Learning Problems. SIAM J. Sci. Comput. 46(2): 216- (2024) - [c1]Paula X. Chen, Tingwei Meng, Zongren Zou, Jérôme Darbon, George Em Karniadakis:
Leveraging Hamilton-Jacobi PDEs with time-dependent Hamiltonians for continual scientific machine learning. L4DC 2024: 1-12 - [i15]Zongren Zou, Tingwei Meng, Paula X. Chen, Jérôme Darbon, George Em Karniadakis:
Leveraging viscous Hamilton-Jacobi PDEs for uncertainty quantification in scientific machine learning. CoRR abs/2404.08809 (2024) - [i14]Zongren Zou, Adar Kahana, Enrui Zhang, Eli Turkel, Rishikesh Ranade, Jay Pathak, George Em Karniadakis:
Large scale scattering using fast solvers based on neural operators. CoRR abs/2405.12380 (2024) - [i13]Khemraj Shukla, Juan Diego Toscano, Zhicheng Wang, Zongren Zou, George Em Karniadakis:
A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks. CoRR abs/2406.02917 (2024) - [i12]Khemraj Shukla, Zongren Zou, Chi Hin Chan, Additi Pandey, Zhicheng Wang, George Em Karniadakis:
NeuroSEM: A hybrid framework for simulating multiphysics problems by coupling PINNs and spectral elements. CoRR abs/2407.21217 (2024) - [i11]Mario De Florio, Zongren Zou, Daniele E. Schiavazzi, George Em Karniadakis:
Quantification of total uncertainty in the physics-informed reconstruction of CVSim-6 physiology. CoRR abs/2408.07201 (2024) - 2023
- [j1]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: 111902 (2023) - [i10]Zongren Zou, George Em Karniadakis:
L-HYDRA: Multi-Head Physics-Informed Neural Networks. CoRR abs/2301.02152 (2023) - [i9]Paula X. Chen, Tingwei Meng, Zongren Zou, Jérôme Darbon, George Em Karniadakis:
Leveraging Multi-time Hamilton-Jacobi PDEs for Certain Scientific Machine Learning Problems. CoRR abs/2303.12928 (2023) - [i8]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 abs/2305.03184 (2023) - [i7]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 abs/2307.08107 (2023) - [i6]Zongren Zou, Xuhui Meng, George Em Karniadakis:
Correcting model misspecification in physics-informed neural networks (PINNs). CoRR abs/2310.10776 (2023) - [i5]Paula X. Chen, Tingwei Meng, Zongren Zou, Jérôme Darbon, George Em Karniadakis:
Leveraging Hamilton-Jacobi PDEs with time-dependent Hamiltonians for continual scientific machine learning. CoRR abs/2311.07790 (2023) - [i4]Zongren Zou, Xuhui Meng, George Em Karniadakis:
Uncertainty quantification for noisy inputs-outputs in physics-informed neural networks and neural operators. CoRR abs/2311.11262 (2023) - 2022
- [i3]Apostolos F. Psaros, Xuhui Meng, Zongren Zou, Ling Guo, George Em Karniadakis:
Uncertainty Quantification in Scientific Machine Learning: Methods, Metrics, and Comparisons. CoRR abs/2201.07766 (2022) - [i2]Kevin Linka, Amelie Schäfer, Xuhui Meng, Zongren Zou, George Em Karniadakis, Ellen Kuhl:
Bayesian Physics-Informed Neural Networks for real-world nonlinear dynamical systems. CoRR abs/2205.08304 (2022) - [i1]Zongren Zou, Xuhui Meng, Apostolos F. Psaros, George Em Karniadakis:
NeuralUQ: A comprehensive library for uncertainty quantification in neural differential equations and operators. CoRR abs/2208.11866 (2022)
Coauthor Index
aka: George E. Karniadakis
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