iOS attempts to do this but if we’re following the assumption of such an attack it would just be seen as a step in the chain of the attack. I think the likelihood of an attack via this method is incredibly low personally.

Though I always have a power bank on hand, not for security, but for convenience. Much more preferable to the physical limitations of a wall outlet.