Search Results for author: Anran Jiao

Found 3 papers, 1 papers with code

Deep Learning for Solving and Estimating Dynamic Macro-Finance Models

no code implementations5 May 2023 Benjamin Fan, Edward Qiao, Anran Jiao, Zhouzhou Gu, Wenhao Li, Lu Lu

We develop a methodology that utilizes deep learning to simultaneously solve and estimate canonical continuous-time general equilibrium models in financial economics.

Reliable extrapolation of deep neural operators informed by physics or sparse observations

1 code implementation13 Dec 2022 Min Zhu, Handi Zhang, Anran Jiao, George Em Karniadakis, Lu Lu

Deep neural operators can learn nonlinear mappings between infinite-dimensional function spaces via deep neural networks.

One-shot learning for solution operators of partial differential equations

no code implementations6 Apr 2021 Anran Jiao, Haiyang He, Rishikesh Ranade, Jay Pathak, Lu Lu

Discovering governing equations of a physical system, represented by partial differential equations (PDEs), from data is a central challenge in a variety of areas of science and engineering.

One-Shot Learning Operator learning

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