Label differential privacy via clustering

Label differential privacy via clustering

5 October 2021

Hossein Esfandiari

Vahab Mirrokni

Sergei Vassilvitskii

Papers citing "Label differential privacy via clustering"

17 / 17 papers shown

Title
Aggregating Data for Optimal and Private Learning Sushant Agarwal Yukti Makhija Rishi Saket A. Raghuveer FedML 73 0 0 28 Nov 2024
Privacy-Preserving Student Learning with Differentially Private Data-Free Distillation Bochao Liu Jianghu Lu Pengju Wang Junjie Zhang Dan Zeng Zhenxing Qian Shiming Ge 20 1 0 19 Sep 2024
Enhancing Learning with Label Differential Privacy by Vector Approximation Puning Zhao Rongfei Fan Huiwen Wu Qingming Li Jiafei Wu Zhe Liu 28 1 0 24 May 2024
Online Distribution Learning with Local Private Constraints Jin Sima Changlong Wu O. Milenkovic Wojtek Szpankowski 24 0 0 01 Feb 2024
Classification with Partially Private Features Zeyu Shen A. Krishnaswamy Janardhan Kulkarni Kamesh Munagala 31 4 0 11 Dec 2023
Optimal Unbiased Randomizers for Regression with Label Differential Privacy Ashwinkumar Badanidiyuru Badih Ghazi Pritish Kamath Ravi Kumar Ethan Leeman Pasin Manurangsi A. Varadarajan Chiyuan Zhang 34 4 0 09 Dec 2023
Differentially Private Reward Estimation with Preference Feedback Sayak Ray Chowdhury Xingyu Zhou Nagarajan Natarajan 38 4 0 30 Oct 2023
Label Differential Privacy via Aggregation Anand Brahmbhatt Rishi Saket Shreyas Havaldar Anshul Nasery A. Raghuveer 45 0 0 16 Oct 2023
Optimizing Hierarchical Queries for the Attribution Reporting API Matthew Dawson Badih Ghazi Pritish Kamath Kapil Kumar Ravi Kumar ... Pasin Manurangsi Nishanth Mundru Harikesh S. Nair Adam Sealfon Shengyu Zhu 18 4 0 25 Aug 2023
Causal Inference with Differentially Private (Clustered) Outcomes Adel Javanmard Vahab Mirrokni Jean Pouget-Abadie 27 2 0 02 Aug 2023
PRIMO: Private Regression in Multiple Outcomes Seth Neel 23 0 0 07 Mar 2023
How to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy Natalia Ponomareva Hussein Hazimeh Alexey Kurakin Zheng Xu Carson E. Denison H. B. McMahan Sergei Vassilvitskii Steve Chien Abhradeep Thakurta 94 167 0 01 Mar 2023
Regression with Label Differential Privacy Badih Ghazi Pritish Kamath Ravi Kumar Ethan Leeman Pasin Manurangsi A. Varadarajan Chiyuan Zhang 23 18 0 12 Dec 2022
GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy Teddy Cunningham Konstantin Klemmer Hongkai Wen Hakan Ferhatosmanoglu 25 11 0 18 May 2022
Differentially Private Learning with Margin Guarantees Raef Bassily M. Mohri A. Suresh 20 9 0 21 Apr 2022
Deep Learning with Label Differential Privacy Badih Ghazi Noah Golowich Ravi Kumar Pasin Manurangsi Chiyuan Zhang 42 144 0 11 Feb 2021
Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity Ulfar Erlingsson Vitaly Feldman Ilya Mironov A. Raghunathan Kunal Talwar Abhradeep Thakurta 141 420 0 29 Nov 2018