Thank you for your question, Pierre. The post-selection coefficients are less biased than the penalized coefficients by definition. In the linear model, the post-selection coefficients may have better out-of-sample prediction performance (see Belloni, Alexandre, and Victor Chernozhukov (2013) )
However, there is no such theory for non-linear model.