Decentralized Learning Made Easy with DecentralizePy

Decentralized Learning Made Easy with DecentralizePy

17 April 2023

Anne-Marie Kermarrec

Milos Vujasinovic

Papers citing "Decentralized Learning Made Easy with DecentralizePy"

14 / 14 papers shown

Title
Hubs and Spokes Learning: Efficient and Scalable Collaborative Machine Learning Atul Sharma Kavindu Herath Saurabh Bagchi Chaoyue Liu Somali Chaterji FedML 58 0 0 29 Apr 2025
Accelerating MoE Model Inference with Expert Sharding Oana Balmau Anne-Marie Kermarrec Rafael Pires André Loureiro Espírito Santo M. Vos Milos Vujasinovic MoE 74 0 0 11 Mar 2025
On the Robustness of Distributed Machine Learning against Transfer Attacks Sébastien Andreina Pascal Zimmer Ghassan O. Karame AAML OOD 83 0 0 18 Dec 2024
Boosting Asynchronous Decentralized Learning with Model Fragmentation Sayan Biswas Anne-Marie Kermarrec Alexis Marouani Rafael Pires Rishi Sharma M. Vos 30 1 0 16 Oct 2024
Fair Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rishi Sharma Thibaud Trinca M. Vos FedML 42 0 0 03 Oct 2024
Analyzing Inference Privacy Risks Through Gradients in Machine Learning Zhuohang Li Andrew Lowy Jing Liu T. Koike-Akino K. Parsons Bradley Malin Ye Wang FedML 43 1 0 29 Aug 2024
Energy-Aware Decentralized Learning with Intermittent Model Training Akash Dhasade Paolo Dini Elia Guerra Anne-Marie Kermarrec M. Miozzo Rafael Pires Rishi Sharma M. Vos 43 0 0 01 Jul 2024
Harnessing Increased Client Participation with Cohort-Parallel Federated Learning Akash Dhasade Anne-Marie Kermarrec Tuan-Anh Nguyen Rafael Pires M. Vos FedML 38 0 0 24 May 2024
Secure Aggregation Meets Sparsification in Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rafael Pires Rishi Sharma Milos Vujasinovic 49 0 0 13 May 2024
Beyond Noise: Privacy-Preserving Decentralized Learning with Virtual Nodes Sayan Biswas Mathieu Even Anne-Marie Kermarrec Laurent Massoulie Rafael Pires Rishi Sharma M. Vos 51 3 0 15 Apr 2024
Epidemic Learning: Boosting Decentralized Learning with Randomized Communication M. Vos Sadegh Farhadkhani R. Guerraoui Anne-Marie Kermarrec Rafael Pires Rishi Sharma 31 15 0 03 Oct 2023
Get More for Less in Decentralized Learning Systems Akash Dhasade Anne-Marie Kermarrec Rafael Pires Rishi Sharma Milos Vujasinovic Jeffrey Wigger 34 7 0 07 Jun 2023
Decentralized Learning Made Practical with Client Sampling M. Vos Akash Dhasade Anne-Marie Kermarrec Erick Lavoie J. Pouwelse Rishi Sharma 34 1 0 27 Feb 2023
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 168 566 0 27 Jul 2020