Indian troops are still battling militants at an air force base near the border with Pakistan.
11 people have been killed since the gun fight broke out around 36 hours ago.
Reuters news agency claims the attack on the Pathankot air force base is seen as an attempt to undo recent improvements in the relationship between arch rivals India and Pakistan.
Police are investigating whether the militants came from the Indian portion of Kashmir or from Pakistan.