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The assailants also took away four rifles.
Police said militants attacked the guards post at the Anchidora residence of Justice (Retired) Muzaffar Attar.
"Two policemen posted at the residence were injured. Militants have decamped with four service rifles of the guards posted there," said a police officer, adding that a manhunt has been launched to trace the attackers.