The three year old boy and his one year old sister died from their wounds in hospital.
The mother, who’s 23 , is in a critical condition.
Police say the children’s father, a 28 year old man, is the prime suspect. He was arrested around midnight on suspicion of murder and attempted murder.
The attack happened in a house in Arboga, 95 miles west of Stockholm.