Two of them are residents of Tral area of south Kashmir's Pulwama district while the other is from Bihar. They escaped last night from the juvenile centre, a police official said.
The trio was facing murder charges in two different cases at Awantipora and Anantnag police stations, he said.
Police have registered a case and launched a hunt to nab them, the official said.