Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often!

9 June 2023

Papers citing "Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often!"

8 / 8 papers shown

Title
Generalization in Federated Learning: A Conditional Mutual Information Framework Ziqiao Wang Cheng Long Yongyi Mao FedML 57 1 0 06 Mar 2025
Heterogeneity Matters even More in Distributed Learning: Study from Generalization Perspective Masoud Kavian Romain Chor Milad Sefidgaran Abdellatif Zaidi FedML 55 1 0 03 Mar 2025
Revisiting LocalSGD and SCAFFOLD: Improved Rates and Missing Analysis Ruichen Luo Sebastian U Stich Samuel Horváth Martin Takáč 43 0 0 08 Jan 2025
Minimum Description Length and Generalization Guarantees for Representation Learning Romain Chor Abdellatif Zaidi Piotr Krasnowski 47 7 0 05 Feb 2024
Federated Learning with Nonvacuous Generalisation Bounds Pierre Jobic Maxime Haddouche Benjamin Guedj FedML 30 3 0 17 Oct 2023
Data-dependent Generalization Bounds via Variable-Size Compressibility Romain Chor Milad Sefidgaran 36 8 0 09 Mar 2023
$Generalization Bounds for Stochastic Gradient Descent via Localized $\varepsilon$-Covers$ Generalization Bounds for Stochastic Gradient Descent via Localized $\varepsilon$ -Covers Sejun Park Umut Simsekli Murat A. Erdogdu 46 9 0 19 Sep 2022
Faster Convergence of Local SGD for Over-Parameterized Models Tiancheng Qin S. Rasoul Etesami César A. Uribe FedML 38 6 0 30 Jan 2022