Search Results for author: Pingwen Zhang

Found 2 papers, 2 papers with code

Characteristic Learning for Provable One Step Generation

1 code implementation9 May 2024 Zhao Ding, Chenguang Duan, Yuling Jiao, Ruoxuan Li, Jerry Zhijian Yang, Pingwen Zhang

We propose the characteristic generator, a novel one-step generative model that combines the efficiency of sampling in Generative Adversarial Networks (GANs) with the stable performance of flow-based models.

Latent assimilation with implicit neural representations for unknown dynamics

1 code implementation18 Sep 2023 Zhuoyuan Li, Bin Dong, Pingwen Zhang

Data assimilation is crucial in a wide range of applications, but it often faces challenges such as high computational costs due to data dimensionality and incomplete understanding of underlying mechanisms.

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