You can definitely pickpocket shields under some circumstances. I stole the Kaladim guard shields all the time, they keep the graphic but don't have it in inventory anymore. I haven't done it to halfling guards but I would not be surprised if it worked the same.
Not saying that's what is happening here, especially if they're missing the shields when you're sure no rogues came through after spawn, but I suspect you can steal them.
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