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Nope, the effect does not stop any attack that proceeds past a certain point. The closest you can get is when you flip it face-up by a card effect when your opponent declares an attack on it while face-down.
If, say, you activate Half Shut on it during the damage step, the attack will still resolve, and then the effect afterward.