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Privacy in Machine Learning: Scaling Challenges and Solutions

3. Scale makes ML hard to use in a truly private fashion. If you want to do inference on a point without sharing it, you either have to fine-tune&run the model locally (see e.g. this nice paper by @simran_s_arora @HazyResearch https://
arxiv.org/abs/2205.13722), or use FHE encryption. 10/n

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