Moving them to another screen doesn't help as they are still eating up memory.
Well, they are eating up space on the device, not memory - they aren't loaded into memory until you run them. In any case, those apps aren't taking up hardly any space, if you are so close to running out of room on your iPhone, clearing those would only give you space for maybe a few extra songs.