Before revision:  The potential applications of our method are illustrated by simulations of small proteins using replica exchange techniques .
After revision:  We demonstrate state-of-the-art accuracy for predicting \chi_1 rotamer states while consuming only milliseconds of CPU time. We also show that the resulting free energies of side chains is sufficiently accurate for de novo folding of some small proteins .