They were suspected of being spys against the US.
Spying against the United States.
they were accused of espionage, convicted and executed
Yes.
They gave information about the atomic bomb to the Soviets. They were the members of the American Communist Party. They denied the charges of spying but they were convicted and sentenced to death.