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It's currently up in the air (No pun intended), but it can be assumed that any weapons can be used against an Adviser.

In episode 2 the player can use noclip to attack the advisors that kill Eli, they have sounds and animations but they can't be killed. This is most likely a place holder but it could mean that killing them in episode 3 may involve more than just shooting at them.