no code implementations • 5 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.
1 code implementation • 13 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.
no code implementations • 6 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.