How can I get my cats to stop being crazy at night?

As far as drowning out noise it's best to sleep with a fan or air purifier or other that makes 'white noise'. This is far more effective than ear plugs. For now, play with your kitties before you go to bed and tire them out a bit. This may perhaps get them ready to just sleep. Do you leave food out for them? They may be wanting something from you ...