Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
as these are clear hints of overfitting. Fitting splines in an initial set-up and then pruning back leads to variables being included, and curves being split at several knots. Here you can see the backward selection going on. Variable Importance Tables are provided to the left. Does not look back,