Typically, the λ-values are distributed either according to an exponential or a quadratic distribution. While these simple schemes work well for small systems, it has been shown in the case of proteins that the distribution of replicas might need to be adapted on a case-by-case basis . In the exponential scheme, the scaling parameters λ i of the ensembles are chosen according to