Deviance

[anujkhare]

Deviance is just the residual taken to the log-likelihood scale.

[tdhock]

I think the deviance is just the negative log-likelihood (aka the loss function), which you can use as a model selection criterion for the cv.iregnet function (minimize the deviance on a held-out validation set)