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Go to ground
Avoiding Trouble
Used when someone wants to stay away from problems or controversy. 
Stealthy Exit
Means to leave unnoticed, especially to dodge an unpleasant situation. 
Temporary Disappearance
Implies that the person will likely reappear after some time away. 