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How to Optimize a Hyper Parameter
Sparsity would have been nice more from the perspective of efficiency. But in empirically, it seems that we cannot get away, at least for now. Maybe future research shows that we can get away with it. The good thing is that this kind of hyper parameter optimization method is orthogonal to other kind of hyper parameters you can do.