Author

Rishi Saket

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#machine learning Oct 2023

Label Differential Privacy via Aggregation

This paper demonstrates that aggregating labels from sub-sampled disjoint $k$-sized bags using i.i.d. weights allows for similar label-DP guarantees when aggregating labels over random disjoint bags, while preserving the utility of Lipschitz-bounded neural mse-regression tasks.

Anand Brahmbhatt, Rishi Saket, Shreyas Havaldar et al. · arXiv.org · 1 citation · ⚡1