Chenguang Duan

According to our database, Chenguang Duan authored at least 16 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Preconditioning and Numerical Stability in Neural Network Training for Parametric PDEs.

Markus Bachmayr, Wolfgang Dahmen, Chenguang Duan, Mathias Oster

CoRR, January, 2026

Sampling via Stochastic Interpolants by Langevin-based Velocity and Initialization Estimation in Flow ODEs.

Chenguang Duan, Yuling Jiao, Gabriele Steidl, Christian J. Walder, Jerry Zhijian Yang, Ruizhe Zhang

CoRR, January, 2026

Inference-Time Alignment for Diffusion Models via Doob's Matching.

Jinyuan Chang, Chenguang Duan, Yuling Jiao, Yi Xu, Jerry Zhijian Yang

CoRR, January, 2026

2025

Provable Diffusion Posterior Sampling for Bayesian Inversion.

Jinyuan Chang, Chenguang Duan, Yuling Jiao, Ruoxuan Li, Jerry Zhijian Yang, Cheng Yuan

CoRR, December, 2025

Semi-Supervised Deep Sobolev Regression: Estimation and Variable Selection by ReQU Neural Network.

Zhao Ding, Chenguang Duan, Yuling Jiao, Jerry Zhijian Yang

IEEE Trans. Inf. Theory, April, 2025

Deep contrastive representation learning for supervised tasks.

Chenguang Duan, Yuling Jiao, Lican Kang, Jerry Zhijian Yang, Fusheng Zhou

Pattern Recognit., 2025

Adv-SSL: Adversarial Self-Supervised Representation Learning with Theoretical Guarantees.

Chenguang Duan, Yuling Jiao, Huazhen Lin, Wensen Ma, Jerry Zhijian Yang

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

2024

Current density impedance imaging with PINNs.

Chenguang Duan, Junjun Huang, Yuling Jiao, Xiliang Lu, Jerry Zhijian Yang

J. Comput. Appl. Math., 2024

Nonlinear Assimilation with Score-based Sequential Langevin Sampling.

Zhao Ding, Chenguang Duan, Yuling Jiao, Jerry Zhijian Yang, Cheng Yuan, Pingwen Zhang

CoRR, 2024

Unsupervised Transfer Learning via Adversarial Contrastive Training.

Chenguang Duan, Yuling Jiao, Huazhen Lin, Wensen Ma, Jerry Zhijian Yang

CoRR, 2024

Characteristic Learning for Provable One Step Generation.

Zhao Ding, Chenguang Duan, Yuling Jiao, Ruoxuan Li, Jerry Zhijian Yang, Pingwen Zhang

CoRR, 2024

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

Zhao Ding, Chenguang Duan, Yuling Jiao, Jerry Zhijian Yang

CoRR, 2024

2023

Current density impedance imaging with PINNs.

Chenguang Duan, Yuling Jiao, Xiliang Lu, Jerry Zhijian Yang

CoRR, 2023

Fast Excess Risk Rates via Offset Rademacher Complexity.

Chenguang Duan, Yuling Jiao, Lican Kang, Xiliang Lu, Jerry Zhijian Yang

Proceedings of the International Conference on Machine Learning, 2023

2021

Analysis of Deep Ritz Methods for Laplace Equations with Dirichlet Boundary Conditions.

Chenguang Duan, Yuling Jiao, Yanming Lai, Xiliang Lu, Qimeng Quan, Jerry Zhijian Yang

CoRR, 2021

Convergence Rate Analysis for Deep Ritz Method.

Chenguang Duan, Yuling Jiao, Yanming Lai, Xiliang Lu, Jerry Zhijian Yang

CoRR, 2021