The accurate prediction of physicochemical properties chemical compounds in mixtures (such as the activity coefficient at infinite dilution $\gamma_{ij}^\infty$) is essential for developing novel and more sustainable processes. In this work, we analyze performance previously-proposed GNN-based models $\gamma_{ij}^\infty$, compare them with several mechanistic a series 9 isothermal studies. More...