Secure Aggregation for Buffered Asynchronous Federated Learning

Secure Aggregation for Buffered Asynchronous Federated Learning

5 October 2021

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Papers citing "Secure Aggregation for Buffered Asynchronous Federated Learning"

16 / 16 papers shown

Title
When Secure Aggregation Falls Short: Achieving Long-Term Privacy in Asynchronous Federated Learning for LEO Satellite Networks Mohamed Elmahallawy Tie-Mei Luo 48 0 0 19 Aug 2025
Per-element Secure Aggregation against Data Reconstruction Attacks in Federated Learning Takumi Suimon Yuki Koizumi Junji Takemasa Toru Hasegawa FedML 90 0 0 06 Aug 2025
DMM: Distributed Matrix Mechanism for Differentially-Private Federated Learning Based on Constant-Overhead Linear Secret Resharing Alexander Bienstock Ujjwal Kumar Antigoni Polychroniadou FedML 224 0 0 21 Oct 2024
Buffered Asynchronous Secure Aggregation for Cross-Device Federated Learning Kun Wang Yi-Rui Yang Wu-Jun Li 90 1 0 05 Jun 2024
FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness Reweighting Jeffrey Ma Alan Tu Yiling Chen Vijay Janapa Reddi FedML 165 4 0 05 Jun 2024
Robust Model Aggregation for Heterogeneous Federated Learning: Analysis and Optimizations Yumeng Shao Jun Li Long Shi Kang Wei Ming Ding Qianmu Li Zengxiang Li Wen Chen Shi Jin FedML 94 1 0 11 May 2024
FedCompass: Efficient Cross-Silo Federated Learning on Heterogeneous Client Devices using a Computing Power Aware SchedulerInternational Conference on Learning Representations (ICLR), 2023 Zilinghan Li Pranshu Chaturvedi Shilan He Han-qiu Chen Gagandeep Singh Volodymyr V. Kindratenko Eliu A. Huerta Kibaek Kim Ravi K. Madduri FedML 167 15 0 26 Sep 2023
Privacy-Preserving Model Aggregation for Asynchronous Federated LearningInternational Conference on Innovative Computing and Cloud Computing (ICCC), 2023 Jianxiang Zhao Xiangman Li Jianbing Ni 175 2 0 27 May 2023
Straggler-Resilient Personalized Federated Learning Isidoros Tziotis Zebang Shen Ramtin Pedarsani Hamed Hassani Aryan Mokhtari FedML 96 11 0 05 Jun 2022
CodedPaddedFL and CodedSecAgg: Straggler Mitigation and Secure Aggregation in Federated Learning Reent Schlegel Siddhartha Kumar E. Rosnes Alexandre Graell i Amat FedML 97 58 0 16 Dec 2021
Federated Learning for Internet of Things: Applications, Challenges, and Opportunities Tuo Zhang Lei Gao Chaoyang He Mi Zhang Bhaskar Krishnamachari Salman Avestimehr FedML 216 206 0 15 Nov 2021
Eluding Secure Aggregation in Federated Learning via Model InconsistencyConference on Computer and Communications Security (CCS), 2021 Dario Pasquini Danilo Francati G. Ateniese FedML 288 122 0 14 Nov 2021
Papaya: Practical, Private, and Scalable Federated Learning Dzmitry Huba John Nguyen Kshitiz Malik Ruiyu Zhu Michael G. Rabbat ... H. Srinivas Kaikai Wang Anthony Shoumikhin Jesik Min Mani Malek FedML 242 149 0 08 Nov 2021
Asynchronous Federated Learning on Heterogeneous Devices: A Survey Chenhao Xu Youyang Qu Yong Xiang Longxiang Gao FedML 263 308 0 09 Sep 2021
Federated Learning with Buffered Asynchronous AggregationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 John Nguyen Kshitiz Malik Hongyuan Zhan Ashkan Yousefpour Michael G. Rabbat Mani Malek Dzmitry Huba FedML 207 374 0 11 Jun 2021
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated LearningIACR Cryptology ePrint Archive (IACR ePrint), 2021 Jinhyun So Ramy E. Ali Başak Güler Jiantao Jiao Salman Avestimehr FedML 171 99 0 07 Jun 2021