Two army personnel, including a Junior Commissioned Officer (JCO), were killed in an encounter with militants at Bhattaduria near Surankote in Poonch district of Jammu, officials said on Friday. It was not immediately clear if any militant had been killed or injured in the ongoing gun-battle.