A universal training scheme and the resulting universality for machine learning phases

Y. -H. Yseng, F. -J. Jiang, C. -Y. Huang

An autoencoder (AE) and a generative adversarial networks (GANs) are trained only once on a one-dimensional (1D) lattice of 200 sites. Moreover, the AE contains only one hidden lay…