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Confidence in AI systems: Can we trust AI-based systems?
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The success of deep learning in many application domains has been nothing short of dramatic. This has brought the spotlight onto security and privacy concerns with machine learning (ML). I will give a high-level overview of the security and privacy concerns with AI-based systems. I will also briefly touch on protecting AI models against multiple concerns simultaneously, an important but hitherto insufficiently-explored problem.