1 code implementation • 22 Jan 2024 • Haoyang Zheng, Wei Deng, Christian Moya, Guang Lin
Approximate Thompson sampling with Langevin Monte Carlo broadens its reach from Gaussian posterior sampling to encompass more general smooth posteriors.
1 code implementation • 6 Apr 2023 • Haoyang Zheng, Yao Huang, Ziyang Huang, Wenrui Hao, Guang Lin
Due to the complex behavior arising from non-uniqueness, symmetry, and bifurcations in the solution space, solving inverse problems of nonlinear differential equations (DEs) with multiple solutions is a challenging task.
no code implementations • 18 Sep 2021 • Haoyang Zheng, Ziyang Huang, Guang Lin
To predict the order parameters, which locate individual phases in the future time, a neural network (NN) is applied to quickly infer the dynamics of the phases by encoding observations.