2 Manual tuning of this mixing ratio via a large grid search over the hyperparameter values is very time and compute expensive (even when the number of selected auxiliary tasks is small, e.g., 2 or 3).
in our second stage, we instead apply a nonparametric Bayesian approach to search for the approximately-optimal mixing ratio.