Amtrak banned all weapons, and in 2009 congress passed a law to allow customers to carry weapons in their checked bags following pretty much the same policy at airlines.
You need to let them know 24 hours in advance, present it for inspection, locked case, all that stuff.
I don't believe that extends to concealed carrying, unless you are a law enforcement officer, on official business, with prior approval from the Amtrak Police