All I know is that my son drove our exchange student to CT to visit a friend a few years ago. He had his bike with him. We called to double check if it was OK to bring the bike on the train back to Boston. They said yes.
He got to the train statin in New Haven and was told he could not bring the bike on the train. So, I would check and double check with Amtrak.