Guangzhou to Hong Kong ticket pick up

Is there a way to obtain a train ticket for the route from Guangzhou to HK in advance/online? I arrive to Guanzhou by plan and within 24 hours would like to go to Hong Kong under the 24 hours visa- free transit.
I need to show the ticket while boarding the plane and then again at the airport when entering the country.
Thank you.
Matous