A note on adjusting $R^2$ for using with cross-validation
  We show how to adjust the coefficient of determination ($R^2$) when used for measuring predictive accuracy via leave-one-out cross-validation. 
Indre Zliobaite and Nikolaj Tatti
cs.LG cs.AI stat.ML