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hello everyone Im going and this is my colleague Emily today were going to introduce our recent work persistent and unforgeable watermarks for deep neural networks this is a joint work with Ben Heather from scent lab in University of Chicago today were going to talk about how to protect intellectual properties for the neural networks and how to embed a watermark into at the end model so the aims are increasingly popular these days and we are actually using a lot of them in our daily life we use the use face recognition to unlock our smartphones voice recognition to start a new call and self-driving cars I know most of you might already know what again is but lets fly through this quickly adian is a machine learning method which has multiple layers and neurons inside of it the key idea is trying to image hit human brains so this is a cat and dog classification model so what we do is we have some images and we have this model we put the image into the model and after passing through