Herein. we propose a new deep neural network model based on invariant information clustering (IIC). proposed by Ji et al. to improve the modeling performance of the leave-one-site-out cross-validation (LOSO-CV) for a multi-source dataset. https://www.kingarte.com/product-category/warming-equipmentcountertop-food-warmers/