To address this issue, we could either use as the target a different reweighted ensemble that matches the experimental data and at the same time could be better represented by the HPS-Urry model with the current functional form, or use a more expressive functional form for the hydrophobicity interaction term. We demonstrate in the following that the proposed framework can use both strategies to further optimize the HPS-Urry model and improve its agreement with the experimental data.