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Solving Time Dependent Fokker-Planck Equations via Temporal Normalizing Flow

Feng X, Zeng L, Zhou T. Solving Time Dependent Fokker-Planck Equations via Temporal Normalizing Flow[J]. Communications in Computational Physics, 2022, 32(2): 401-423.

Gradient-enhanced deep neural network approximations

Feng X, Zeng L. Gradient-enhanced deep neural network approximations[J]. Journal of Machine Learning for Modeling and Computing, 2022, 3(4).

MC-Nonlocal-PINNs: handling nonlocal operators in PINNs via Monte Carlo sampling

Feng X, Qian Y, Shen W. MC-Nonlocal-PINNs: handling nonlocal operators in PINNs via Monte Carlo sampling[J]. arXiv preprint arXiv:2212.12984, 2022.

A hybrid FEM-PINN method for time-dependent partial differential equations

Feng X, Shangguan H, Tang T, et al. A hybrid FEM-PINN method for time-dependent partial differential equations[J]. arXiv preprint arXiv:2409.02810, 2024.

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