My wife and I have taken our two kids on a lot of flights over the years. Even when only one of us is traveling with them, we have never been asked for their IDs, birth certs. or anything else (domestically). These things are completely unnecessary domestically.
TSA might ask your kids to say their names, but that's the topic of a different thread.