I have Mobile Neo and everything has been working fine on the mobile. I am using the plugin Any Mobile Theme Switcher to detect if users are visiting on mobile.
I just installed 3W Total Cache, and the mobile version was completely broken. I then deactivated Any Mobile Theme Switcher, which kind of solved the problem. I now get the desktop version on the mobile.
I hope it makes sense.