Network drives (anything below the \\Computer\... level of a UNC path, or any mapped drive letter) should function the same as local drives as far as this goes.
On the other hand, the folder literally called "Network" which shows a list of computers is a virtual folder where you can't do much. Changes to how it looks should be saved automatically when you leave the folder: