Machine learning of Ising criticality with spin-shuffling

Pallab Basu, Jyotirmoy Bhattacharya, Dileep Pavan Surya Jakka +2

We investigate the performance of neural networks in identifying critical behaviour in the 2D Ising model with next-to-nearest neighbour interactions. We train DNN and CNN based cl…