Private Federated Submodel Learning with Sparsification

31 May 2022

Papers citing "Private Federated Submodel Learning with Sparsification"

10 / 10 papers shown

Title
Private Membership Aggregation M. Nomeir Sajani Vithana S. Ulukus 19 1 0 07 Sep 2023
Private Read-Update-Write with Controllable Information Leakage for Storage-Efficient Federated Learning with Top $r$ Sparsification Sajani Vithana S. Ulukus FedML 15 5 0 07 Mar 2023
Private Read Update Write (PRUW) With Heterogeneous Databases Sajani Vithana S. Ulukus 16 2 0 07 Feb 2023
Private Federated Submodel Learning via Private Set Union Zhusheng Wang S. Ulukus FedML 21 7 0 18 Jan 2023
Model Segmentation for Storage Efficient Private Federated Learning with Top $r$ Sparsification Sajani Vithana S. Ulukus FedML 13 5 0 22 Dec 2022
Rate-Privacy-Storage Tradeoff in Federated Learning with Top $r$ Sparsification Sajani Vithana S. Ulukus FedML 10 5 0 19 Dec 2022
Private Read Update Write (PRUW) in Federated Submodel Learning (FSL): Communication Efficient Schemes With and Without Sparsification Sajani Vithana S. Ulukus FedML 13 19 0 09 Sep 2022
Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning Sajani Vithana S. Ulukus FedML 15 8 0 07 Jun 2022
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Amirhossein Reisizadeh Aryan Mokhtari Hamed Hassani Ali Jadbabaie Ramtin Pedarsani FedML 157 758 0 28 Sep 2019
Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity Ulfar Erlingsson Vitaly Feldman Ilya Mironov A. Raghunathan Kunal Talwar Abhradeep Thakurta 136 420 0 29 Nov 2018