be careful how you name your algorithm

The Lasso is a popular algorithm for selection used in statistics. In this recent paper posted to ArXiV the authors show that the Lasso is not algorithmically stable. It’s only to be expected, really. A twirling loop of rope is hardly an image one might associate to stability!