Search Results for author: Chenguang Duan

Found 3 papers, 1 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.

Semi-Supervised Deep Sobolev Regression: Estimation, Variable Selection and Beyond

no code implementations9 Jan 2024 Zhao Ding, Chenguang Duan, Yuling Jiao, Jerry Zhijian Yang

We propose SDORE, a semi-supervised deep Sobolev regressor, for the nonparametric estimation of the underlying regression function and its gradient.

regression Variable Selection

Current density impedance imaging with PINNs

no code implementations24 Jun 2023 Chenguang Duan, Yuling Jiao, Xiliang Lu, Jerry Zhijian Yang

In this paper, we introduce CDII-PINNs, a computationally efficient method for solving CDII using PINNs in the framework of Tikhonov regularization.

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