3:1 in all cases. To establish a fair comparison with the Einstein crystal method (used as the ground truth for comparison), this MD data was taken from λ = 1 simulations defined in section II G. In each model, the training and evaluation batch sizes were 1,000 and 10,000 configurations, respectively.