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Ordered Weighted L1 regularization for classification and regression in Python
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may help understand, why you think your method coefficients from fig 4 are reconstructed well when they are still very different from original from fig 1 
Thanks for writing up the code for a python implementation of OWL. I've added some boilerplate code to make the repo installable in an environment with a `pip install git+[url]`...