Kai-Wei Huang

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hep-lat2025

A Machine Learning study of the two-dimensional antiferromagnetic $Q$ -state Potts model on the square lattice

Shang-Wei Li, Kai-Wei Huang, Chien-Ting Chen +1

The critical phenomena of 2D antiferromagnetic $Q$ -state Potts model on the square lattice with $Q = 2, 3, 4, 5$ and 6 are investigated using supervised neural networks (NN). Convention…

hep-lat2025

A Machine Learning study of the two-dimensional antiferromagnetic Ising model with nearest and next-to-nearest interactions on the triangular lattice

Shang-Wei Li, Yuan-Heng Tseng, Kai-Wei Huang +1

We study the phase transitions of the two-dimensional antiferromagnetic Ising model with nearest $J_{1}$ and next-to-nearest $J_{2}$ interactions on the triangular lattice for $J_2/J_1…

A Machine Learning study of the two-dimensional antiferromagnetic Q-state Potts model on the square lattice

A Machine Learning study of the two-dimensional antiferromagnetic Ising model with nearest and next-to-nearest interactions on the triangular lattice

A Machine Learning study of the two-dimensional antiferromagnetic $Q$ -state Potts model on the square lattice