Computational multiscale methods for quasi-gas dynamic equations B Chetverushkin, E Chung, Y Efendiev, SM Pun, Z Zhang Journal of Computational Physics 440, 110352, 2021 | 11 | 2021 |

A multi-stage deep learning based algorithm for multiscale model reduction E Chung, WT Leung, SM Pun, Z Zhang Journal of Computational and Applied Mathematics 394, 113506, 2021 | 10 | 2021 |

Learning algorithms for coarsening uncertainty space and applications to multiscale simulations Z Zhang, ET Chung, Y Efendiev, WT Leung Mathematics 8 (5), 720, 2020 | 10 | 2020 |

Multi-agent reinforcement learning accelerated mcmc on multiscale inversion problem E Chung, Y Efendiev, WT Leung, SM Pun, Z Zhang arXiv preprint arXiv:2011.08954, 2020 | 8 | 2020 |

Computational multiscale method for parabolic wave approximations in heterogeneous media E Chung, Y Efendiev, SM Pun, Z Zhang Applied Mathematics and Computation 425, 127044, 2022 | 7 | 2022 |

A deep neural network approach on solving the linear transport model under diffusive scaling L Liu, T Zeng, Z Zhang arXiv preprint arXiv:2102.12408, 2021 | 7 | 2021 |

Accelerated replica exchange stochastic gradient Langevin diffusion enhanced Bayesian DeepONet for solving noisy parametric PDEs G Lin, C Moya, Z Zhang arXiv preprint arXiv:2111.02484, 2021 | 5 | 2021 |

Multi-variance replica exchange SGMCMC for inverse and forward problems via Bayesian PINN G Lin, Y Wang, Z Zhang Journal of Computational Physics 460, 111173, 2022 | 4* | 2022 |

NH-PINN: Neural homogenization based physics-informed neural network for multiscale problems WT Leung, G Lin, Z Zhang arXiv preprint arXiv:2108.12942, 2021 | 4 | 2021 |

Efficient hybrid explicit-implicit learning for multiscale problems Y Efendiev, WT Leung, G Lin, Z Zhang Journal of Computational Physics, 111326, 2022 | 2* | 2022 |

Theoretical and numerical studies of inverse source problem for the linear parabolic equation with sparse boundary measurements G Lin, Z Zhang, Z Zhang arXiv preprint arXiv:2111.02285, 2021 | 1 | 2021 |

On Learning the Dynamical Response of Nonlinear Control Systems with Deep Operator Networks G Li, C Moya, Z Zhang arXiv preprint arXiv:2206.06536, 2022 | | 2022 |

MULTISCALE MODEL REDUCTION AND DEEP REINFORCEMENT LEARNING FOR THE SELECTED APPLICATIONS Z Zhang | | 2021 |