The first term is the approximation error, measured over all observed (m, p) pairs. The second term provides L2 regularization of the latent vector representations of the materials and properties to prevent overfitting and improve generalization, where λ > 0 is the regularization parameter. The sums are normalized by the number of elements in the sum to properly weigh regularization of the latent material and property vectors.