Fig. 3: Model architecture of Sim2Real multitask learning used for predicting the Flory–Huggins χ parameter.

The multitasking network architecture was inspired by domain knowledge, known as the Hansen solubility parameter, by calculating the distance between the polymer and solvent in the 32-dimentional latent space.