Differential Privacy Meets Federated Learning under Communication
Constraints

Differential Privacy Meets Federated Learning under Communication Constraints

28 January 2021

ArXiv (abs)PDF HTML

Papers citing "Differential Privacy Meets Federated Learning under Communication Constraints"

13 / 13 papers shown

Title
Byzantine Outside, Curious Inside: Reconstructing Data Through Malicious Updates Kai Yue Richeng Jin Chau-Wai Wong H. Dai AAML 24 0 0 13 Jun 2025
Accelerated Training of Federated Learning via Second-Order Methods Mrinmay Sen Sidhant R Nair C Krishna Mohan FedML 52 0 0 29 May 2025
Federated Cubic Regularized Newton Learning with Sparsification-amplified Differential Privacy Wei Huo Changxin Liu Kemi Ding Karl H. Johansson Ling Shi FedML 99 0 0 08 Aug 2024
Distributed Stochastic Gradient Descent with Staleness: A Stochastic Delay Differential Equation Based Framework Siyuan Yu Wei Chen H. V. Poor 98 0 0 17 Jun 2024
IMFL-AIGC: Incentive Mechanism Design for Federated Learning Empowered by Artificial Intelligence Generated Content Guangjing Huang Qiong Wu Jingyi Li Xu Chen FedML 72 4 0 12 Jun 2024
Layered Randomized Quantization for Communication-Efficient and Privacy-Preserving Distributed Learning Guangfeng Yan Tan Li Tian-Shing Lan Kui Wu Linqi Song 44 7 0 12 Dec 2023
CRS-FL: Conditional Random Sampling for Communication-Efficient and Privacy-Preserving Federated Learning Jianhua Wang Xiaolin Chang J. Misic Vojislav B. Mišić Lin Li Yingying Yao FedML 55 3 0 01 Jun 2023
Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models Sixing Yu J. P. Muñoz Ali Jannesari AI4CE 78 51 0 19 May 2023
Privacy-Preserving Ensemble Infused Enhanced Deep Neural Network Framework for Edge Cloud Convergence Veronika Stephanie I. Khalil Mohammad Saidur Rahman Mohammed Atiquzzaman FedML 40 12 0 16 May 2023
Killing Two Birds with One Stone: Quantization Achieves Privacy in Distributed Learning Guangfeng Yan Tan Li Kui Wu Linqi Song 58 13 0 26 Apr 2023
Distributed Learning Meets 6G: A Communication and Computing Perspective Shashank Jere Yifei Song Yuhao Yi Lingjia Liu 71 11 0 02 Mar 2023
Differentially Private Vertical Federated Learning Thilina Ranbaduge Ming Ding FedML 76 14 0 13 Nov 2022
Federated Dynamic Spectrum Access Yifei Song Haowen Chang Zhou Zhou Shashank Jere Lingjia Liu 48 5 0 28 Jun 2021