We are not having this thoughts, but it’s important to understand the rules to avoid any potential problem in the future
So later case: specific cantonal laws that I don’t know about. Thanks for the link 
I assumed the splitting for not married parents with kids was a Swiss national thing, looking more closely it is described on the Geneva page as applicable to Geneva cantonal tax. So perhaps it is only applicable for Geneva