Search Results for author: Hongkai Zheng

Found 2 papers, 2 papers with code

Physics-Informed Neural Operator for Learning Partial Differential Equations

1 code implementation6 Nov 2021 Zongyi Li, Hongkai Zheng, Nikola Kovachki, David Jin, Haoxuan Chen, Burigede Liu, Kamyar Azizzadenesheli, Anima Anandkumar

The Physics-Informed Neural Network (PINN) is an example of the former while the Fourier neural operator (FNO) is an example of the latter.

Operator learning

Implicit competitive regularization in GANs

2 code implementations ICML 2020 Florian Schäfer, Hongkai Zheng, Anima Anandkumar

We show that opponent-aware modelling of generator and discriminator, as present in competitive gradient descent (CGD), can significantly strengthen ICR and thus stabilize GAN training without explicit regularization.

Image Generation

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