18 citations · 44 across the 5 of their papers we have counts for
5 papers
Building imaginary-time thermal field theory with artificial neural networks
Tian Xu, Lingxiao Wang, Lianyi He +2
In this study, we introduce a novel approach in quantum field theories to estimate the action using the artificial neural networks (ANNs). The estimation is achieved by learning on…
Machine learning spatio-temporal epidemiological model to evaluate Germany-county-level COVID-19 risk
Lingxiao Wang, Tian Xu, Till Hannes Stoecker +3
As the COVID-19 pandemic continues to ravage the world, it is of critical significance to provide a timely risk prediction of the COVID-19 in multi-level. To implement it and evalu…
Neural Network Statistical Mechanics
Lingxiao Wang, Yin Jiang, Kai Zhou
We propose a general framework to extract microscopic interactions from raw configurations with deep neural networks. The approach replaces the modeling Hamiltonian by the neural n…
Continuous-mixture Autoregressive Networks for efficient variational calculation of many-body systems
Lingxiao Wang, Yin Jiang, Lianyi He +1
We develop deep autoregressive networks with multi channels to compute many-body systems with \emph{continuous} spin degrees of freedom directly. As a concrete example, we embed th…
Escape dynamics based on bounded rationality
Lingxiao Wang, Yin Jiang
The bounded rationality plays a vital role in the collective behavior of the evacuation process. Also investigating human behavior in such an extreme situation is a continuing conc…