Baumruk represented the senior Czechoslovak national team at the 1960 Pre-Olympic basketball tournament (scoring 68 points in 5 games), and a further two times in the Summer Olympic Games 1952 (4 points in 2 games), 1960 (147 points in 8 games), and in six EuroBaskets, being the MVP of the EuroBasket 1957.