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A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.

Pages

Posts

portfolio

publications

Physics-informed Neural Network method for the Modified Nonlinear Schrödinger equation

Wenxuan Yuan, Rui Guo, Yining Gao

Published in Optik, 2023

Oral

MSTCN-VAE: An unsupervised learning method for micro gesture recognition based on skeleton modality

Wenxuan Yuan, Shanchuan He, Jianwen Dou

Published in International Joint Conference on Artificial Intelligence (IJCAI), 2023

Undergraduate Thesis

Physics-guided multistage neural network: A physically guided network for step initial values and dispersive shock wave phenomena

Wenxuan Yuan, Rui Guo

Published in Physical Review E, 2024

Oral

Information Shapes Koopman Representation

Xiaoyuan Cheng*, Wenxuan Yuan*, Yiming Yang, Yuanzhao Zhang, Sibo Cheng, Yi He, Zhuo Sun

Published in International Conference on Learning Representations (ICLR), 2026

How Does the Lagrangian Guide Safe Reinforcement Learning through Diffusion Models?

Xiaoyuan Cheng*, Wenxuan Yuan*, Boyang Li, Yuanchao Xu, Yiming Yang, Hao Liang, Bei Peng, Robert Loftin, Zhuo Sun, Yukun Hu

Submitted to International Conference on Machine Learning (ICML), 2026

On Stability and Robustness of Diffusion Posterior Sampling for Bayesian Inverse Problems

Yiming Yang, Xiaoyuan Cheng, Yi He, Kaiyu Li, Wenxuan Yuan, Zhuo Sun

Submitted to International Conference on Machine Learning (ICML), 2026

Postgraduate Thesis

How Does the Lagrangian Guide Safe Reinforcement Learning through Diffusion Models?

Wenxuan Yuan*, Xiaoyuan Cheng*, Sibo Cheng

Expected submission to Journal of Machine Learning Research (JMLR)

talks

teaching