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Episode 246: Adversarial Machine Learning Research with Florian Tramèr
Zero Knowledge
Is There a Trade-Off Between Privacy and Robustness?
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I think between privacy and fairness, there's certainly trade-offs there. When you enforce privacy of these models, which you're essentially forcing the model to do, that at any time it sort of finds a very small subgroup in the data. And then, yeah, when you then use this model after the fact, you find that its performance on some very, very small subsets of the population can be much worse than if you hadn't tried to make the model private. I mean, if you've spent any time on the internet, well, you know that whatever you can find on the internet is not particularly good data. There's definitely entire portions of the population that are going
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