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20122020
most citedApplications of neural networks to the studies of phase transitions of two-dimensional Potts models

55 citations · 109 across the 10 of their papers we have counts for

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Showing cond-mat.dis-nnShow all

6 papers · 1 filter

cond-mat.dis-nn2020

Ground state energy density, susceptibility, and Wilson ratio of a two-dimensional disordered quantum spin system

J. -H. Peng, D. -R. Tan, F. -J. Jiang

A two-dimensional (2D) spin-1/2 antiferromagnetic Heisenberg model with a specific kind of quenched disorder is investigated, using the first principles nonperturbative quantum Mon…

cond-mat.dis-nn2020★ 13 cited

Machine learning phases and criticalities without using real data for training

D. -R. Tan, F. -J. Jiang

We study the phase transitions of three-dimensional (3D) classical O(3) model and the two-dimensional (2D) classical XY model, as well as both the quantum phase transitions of 2D a…

cond-mat.dis-nn2019★ 23 cited

A Neural Networks study of the phase transitions of Potts model

D. -R. Tan, C. -D. Li, W. -P. Zhu +1

Using the techniques of Neural Networks (NN), we study the three-dimensional (3D) 5-state ferromagnetic Potts model on the cubic lattice as well as the two-dimensional (2D) 3-state…

cond-mat.dis-nn2019★ 4 cited

Validity of Harris criterion for two-dimensional quantum spin systems with quenched disorder

Jhao-Hong Peng, L. -W. Huang, D. -R. Tan +1

Inspired by the recent results regarding whether the Harris criterion is valid for quantum spin systems, we have simulated a two-dimensional spin-1/2 Heisenberg model on the square…

cond-mat.dis-nn2017★ 55 cited

Applications of neural networks to the studies of phase transitions of two-dimensional Potts models

Chian-De Li, Deng-Ruei Tan, Fu-Jiun Jiang

We study the finite temperature (FT) phase transitions of two-dimensional (2D) -states Potts models on the square lattice, using the first principles Monte Carlo (MC) simulation…

cond-mat.dis-nn2015

Universal properties of three-dimensional random-exchange quantum antiferromagnets

D. -R. Tan, F. -J. Jiang

The thermal and ground state properties of a class of three-dimensional (3D) random-exchange spin-1/2 antiferromagnets are studied using first principles quantum Monte Carlo method…