# L1 norm for compressed sensing

In a paper, I read that this is one problem with the L1 norm for Compressed sensing (the L1 norm function is not smooth). I am curious that why is that a problem? Can anyone explain why is it so important to be smooth? I guess it is about constrained optimization. Thank you.