Faking out machine learning systems is rapidly progressing from a few "fun proof-of-concept" examples to a serious area of study, and we've already seen it (gently) applied to autonomous vehicles [1] (ignore the overblown headline, it's just a piece of tape on a sign).
[1] https://www.technologyreview.com/s/615244/hackers-can-trick-...