Are trains allowed to cross international borders?

Yes, trains are allowed to cross international borders as long as the countries involved agree. Amtrak regularly crosses between the United States and Canada, and trains cross regularly from Pakistan to India and back. Many trains cross borders to other countries in Europe and other places around the world.