Sam Hames

[2005.03220] Fractional ridge regression: a fast, interpretable reparameterization of ridge regression

Reparametrizes ridge regression, so you can perform your hyperparameter optimisation over a sensible range like 0, 1 instead of +/- infinity. A very nice quality of life improvement to a standard method.