Private Read Update Write (PRUW) in Federated Submodel Learning (FSL): Communication Efficient Schemes With and Without Sparsification

9 September 2022

Papers citing "Private Read Update Write (PRUW) in Federated Submodel Learning (FSL): Communication Efficient Schemes With and Without Sparsification"

44 / 44 papers shown

Title
Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning Sajani Vithana S. Ulukus FedML 56 8 0 07 Jun 2022
Private Federated Submodel Learning with Sparsification Sajani Vithana S. Ulukus FedML 54 10 0 31 May 2022
Time-Correlated Sparsification for Efficient Over-the-Air Model Aggregation in Wireless Federated Learning Yuxuan Sun Sheng Zhou Z. Niu Deniz Gündüz 22 21 0 17 Feb 2022
Private Read Update Write (PRUW) with Storage Constrained Databases Sajani Vithana S. Ulukus 47 13 0 07 Feb 2022
Private Retrieval, Computing and Learning: Recent Progress and Future Challenges S. Ulukus Salman Avestimehr Michael C. Gastpar S. Jafar Ravi Tandon Chao Tian FedML 64 66 0 30 Jul 2021
Time-Correlated Sparsification for Communication-Efficient Federated Learning Emre Ozfatura Kerem Ozfatura Deniz Gunduz FedML 47 47 0 21 Jan 2021
Differentially private cross-silo federated learning Mikko A. Heikkilä A. Koskela Kana Shimizu Samuel Kaski Antti Honkela FedML 39 24 0 10 Jul 2020
rTop-k: A Statistical Estimation Approach to Distributed SGD L. P. Barnes Huseyin A. Inan Berivan Isik Ayfer Özgür 41 65 0 21 May 2020
Inverting Gradients -- How easy is it to break privacy in federated learning? Jonas Geiping Hartmut Bauermeister Hannah Dröge Michael Moeller FedML 72 1,207 0 31 Mar 2020
Semantic Private Information Retrieval Sajani Vithana Karim A. Banawan S. Ulukus 18 38 0 30 Mar 2020
Locally Private Distributed Reinforcement Learning Hajime Ono Tsubasa Takahashi OffRL 33 23 0 31 Jan 2020
Adaptive Gradient Sparsification for Efficient Federated Learning: An Online Learning Approach Pengchao Han Shiqiang Wang K. Leung FedML 45 175 0 14 Jan 2020
Private Set Intersection: A Multi-Message Symmetric Private Information Retrieval Perspective Zhusheng Wang Karim A. Banawan S. Ulukus 35 43 0 31 Dec 2019
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 98 6,177 0 10 Dec 2019
Secure Federated Submodel Learning Chaoyue Niu Fan Wu Shaojie Tang Lifeng Hua Rongfei Jia Chengfei Lv Zhihua Wu Guihai Chen FedML 26 30 0 06 Nov 2019
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization Amirhossein Reisizadeh Aryan Mokhtari Hamed Hassani Ali Jadbabaie Ramtin Pedarsani FedML 231 767 0 28 Sep 2019
Federated Learning: Challenges, Methods, and Future Directions Tian Li Anit Kumar Sahu Ameet Talwalkar Virginia Smith FedML 83 4,470 0 21 Aug 2019
Deep Leakage from Gradients Ligeng Zhu Zhijian Liu Song Han FedML 59 2,185 0 21 Jun 2019
Qsparse-local-SGD: Distributed SGD with Quantization, Sparsification, and Local Computations Debraj Basu Deepesh Data C. Karakuş Suhas Diggavi MQ 34 403 0 06 Jun 2019
Robust and Communication-Efficient Federated Learning from Non-IID Data Felix Sattler Simon Wiedemann K. Müller Wojciech Samek FedML 41 1,343 0 07 Mar 2019
The Privacy Blanket of the Shuffle Model Borja Balle James Bell Adria Gascon Kobbi Nissim FedML 56 237 0 07 Mar 2019
Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning Peng Kuang Mengkai Song Zhifei Zhang Yang Song Qian Wang Hairong Qi FedML 55 780 0 03 Dec 2018
Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity Ulfar Erlingsson Vitaly Feldman Ilya Mironov A. Raghunathan Kunal Talwar Abhradeep Thakurta 167 423 0 29 Nov 2018
The Convergence of Sparsified Gradient Methods Dan Alistarh Torsten Hoefler M. Johansson Sarit Khirirat Nikola Konstantinov Cédric Renggli 105 491 0 27 Sep 2018
Capacity-Achieving Private Information Retrieval Codes with Optimal Message Size and Upload Cost C. Tian Hua Sun Jun Chen 32 116 0 22 Aug 2018
Privacy Amplification by Subsampling: Tight Analyses via Couplings and Divergences Borja Balle Gilles Barthe Marco Gaboardi 59 382 0 04 Jul 2018
cpSGD: Communication-efficient and differentially-private distributed SGD Naman Agarwal A. Suresh Felix X. Yu Sanjiv Kumar H. B. McMahan FedML 109 490 0 27 May 2018
Exploiting Unintended Feature Leakage in Collaborative Learning Luca Melis Congzheng Song Emiliano De Cristofaro Vitaly Shmatikov FedML 128 1,461 0 10 May 2018
The Capacity of Private Information Retrieval with Eavesdroppers Qiwen Wang Hua Sun Mikael Skoglund 18 51 0 26 Apr 2018
The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks Nicholas Carlini Chang-rui Liu Ulfar Erlingsson Jernej Kos D. Song 108 1,128 0 22 Feb 2018
Differentially Private Federated Learning: A Client Level Perspective Robin C. Geyer T. Klein Moin Nabi FedML 85 1,287 0 20 Dec 2017
Gradient Sparsification for Communication-Efficient Distributed Optimization Jianqiao Wangni Jialei Wang Ji Liu Tong Zhang 68 521 0 26 Oct 2017
Private Information Retrieval with Side Information S. Kadhe B. Garcia A. Heidarzadeh Salim el Rouayheb A. Sprintson 20 136 0 01 Sep 2017
The Capacity of Private Information Retrieval from Byzantine and Colluding Databases Karim A. Banawan S. Ulukus 26 181 0 05 Jun 2017
Multi-Message Private Information Retrieval: Capacity Results and Near-Optimal Schemes Karim A. Banawan S. Ulukus 25 144 0 06 Feb 2017
Private Information Retrieval from MDS Coded Data with Colluding Servers: Settling a Conjecture by Freij-Hollanti et al. Hua Sun S. Jafar 24 112 0 26 Jan 2017
Multiround Private Information Retrieval: Capacity and Storage Overhead Hua Sun S. Jafar 21 81 0 07 Nov 2016
Membership Inference Attacks against Machine Learning Models Reza Shokri M. Stronati Congzheng Song Vitaly Shmatikov SLR MIALM MIACV 200 4,075 0 18 Oct 2016
The Capacity of Private Information Retrieval from Coded Databases Karim A. Banawan S. Ulukus 12 331 0 26 Sep 2016
The Capacity of Symmetric Private Information Retrieval Hua Sun S. Jafar 20 190 0 28 Jun 2016
The Capacity of Robust Private Information Retrieval with Colluding Databases Hua Sun S. Jafar 24 292 0 02 May 2016
The Capacity of Private Information Retrieval Hua Sun S. Jafar 25 404 0 29 Feb 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 226 17,235 0 17 Feb 2016
Secure Degrees of Freedom of Multi-user Networks: One-Time-Pads in the Air via Alignment Jianwei Xie S. Ulukus 33 6 0 08 Jul 2015