Your passport will be checked as you board the train as a form of ID check, to ensure you are the named passenger on the ticket. This check is not to permit you to move between countries.

All passport and custom checks to travel into a new country take place at the border between the two countries you are travelling through. Generally, each country will undertake their own checks, taking several hours in each case.