> @agramfort Just one last question, to sum up:
> 1. We have a new MultiTaskElasticNetCV , which uses MultiTaskElasticNet, with the best alpha obtained across all tasks by minimising the MSE, right?

we **should** have yes. And it's not the best alpha but the alpha
(there is only one by definition of the model in MultiTaskElasticNet)