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November 2022
Improved differential privacy for SGD via optimal private linear operators on adaptive streams
NIPS '22: Proceedings of the 36th International Conference on Neural Information Processing SystemsArticle No.: 428, Pages 5910–5924

Motivated by recent applications requiring differential privacy over adaptive streams, we investigate optimal instantiations of the matrix mechanism [1] in this setting. We prove fundamental theoretical results on the applicability of matrix ...
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