High Dimensional Differentially Private Stochastic Optimization with
Heavy-tailed Data

High Dimensional Differentially Private Stochastic Optimization with Heavy-tailed Data

23 July 2021

Lijie Hu

Papers citing "High Dimensional Differentially Private Stochastic Optimization with Heavy-tailed Data"

12 / 12 papers shown

Title
Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates Puning Zhao Jiafei Wu Zhe Liu Chong Wang Rongfei Fan Qingming Li 45 1 0 19 Aug 2024
Better Locally Private Sparse Estimation Given Multiple Samples Per User Yuheng Ma Ke Jia Hanfang Yang FedML 36 1 0 08 Aug 2024
Delving into Differentially Private Transformer Youlong Ding Xueyang Wu Yining Meng Yonggang Luo Hao Wang Weike Pan 31 5 0 28 May 2024
Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top Keyuan Cheng Muhammad Asif Ali Shu Yang Gang Lin Yuxuan Zhai Haoyang Fei Ke Xu Lu Yu Lijie Hu Di Wang KELM 34 7 0 24 May 2024
Dialectical Alignment: Resolving the Tension of 3H and Security Threats of LLMs Shu Yang Jiayuan Su Han Jiang Mengdi Li Keyuan Cheng Muhammad Asif Ali Lijie Hu Di Wang 32 5 0 30 Mar 2024
Differentially Private Non-convex Learning for Multi-layer Neural Networks Hanpu Shen Cheng-Long Wang Zihang Xiang Yiming Ying Di Wang 35 7 0 12 Oct 2023
Differentially Private Stochastic Convex Optimization in (Non)-Euclidean Space Revisited Jinyan Su Changhong Zhao Di Wang 14 3 0 31 Mar 2023
Differentially Private Natural Language Models: Recent Advances and Future Directions Lijie Hu Ivan Habernal Lei Shen Di Wang AAML 17 18 0 22 Jan 2023
Truthful Generalized Linear Models Yuan Qiu Jinyan Liu Di Wang FedML 36 3 0 16 Sep 2022
Beyond Uniform Lipschitz Condition in Differentially Private Optimization Rudrajit Das Satyen Kale Zheng Xu Tong Zhang Sujay Sanghavi 22 17 0 21 Jun 2022
Robust and Differentially Private Mean Estimation Xiyang Liu Weihao Kong Sham Kakade Sewoong Oh OOD FedML 53 75 0 18 Feb 2021
A Shrinkage Principle for Heavy-Tailed Data: High-Dimensional Robust Low-Rank Matrix Recovery Jianqing Fan Weichen Wang Ziwei Zhu 49 96 0 28 Mar 2016