How Asynchronous can Federated Learning Be?

Author:

Su Ningxin1,Li Baochun1

Affiliation:

1. University of Toronto,Department of Electrical and Computer Engineering

Publisher

IEEE

Reference10 articles.

1. Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation

2. More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server;ho;Proc Advances in Neural Information Processing Systems (NeurIPS),2013

3. FedML: A Research Library and Benchmark for Federated Machine Learning;he;Proc NeurIPS Federated Learning Workshop,2020

4. Asynchronous Online Federated Learning for Edge Devices with Non-IID Data

5. FedSA: A staleness-aware asynchronous Federated Learning algorithm with non-IID data

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1. CASA: Clustered Federated Learning with Asynchronous Clients;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

2. MLOps in the Metaverse: Human-Centric Continuous Integration;IEEE Journal on Selected Areas in Communications;2024-03

3. Towards a Resource-Efficient Semi-Asynchronous Federated Learning for Heterogeneous Devices;2024 National Conference on Communications (NCC);2024-02-28

4. Efficient asynchronous federated learning with sparsification and quantization;Concurrency and Computation: Practice and Experience;2024-01-24

5. FedEem: a fairness-based asynchronous federated learning mechanism;Journal of Cloud Computing;2023-11-09

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