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!"

6 / 6 papers shown

Title
Generalization in Federated Learning: A Conditional Mutual Information Framework Ziqiao Wang Cheng Long Yongyi Mao FedML 52 0 0 06 Mar 2025
Revisiting LocalSGD and SCAFFOLD: Improved Rates and Missing Analysis Ruichen Luo Sebastian U Stich Samuel Horváth Martin Takáč 38 0 0 08 Jan 2025
Minimum Description Length and Generalization Guarantees for Representation Learning Milad Sefidgaran Abdellatif Zaidi Piotr Krasnowski 38 7 0 05 Feb 2024
Data-dependent Generalization Bounds via Variable-Size Compressibility Milad Sefidgaran A. Zaidi 28 4 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 43 9 0 19 Sep 2022
Faster Convergence of Local SGD for Over-Parameterized Models Tiancheng Qin S. Rasoul Etesami César A. Uribe FedML 28 6 0 30 Jan 2022