Decoupling General and Personalized Knowledge in Federated Learning via
Additive and Low-Rank Decomposition

Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition

28 June 2024

Jianwei Niu

Shaojie Tang

Hao Su

Papers citing "Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition"

11 / 11 papers shown

Title
DualFed: Enjoying both Generalization and Personalization in Federated Learning via Hierachical Representations Guogang Zhu Xuefeng Liu Jianwei Niu Shaojie Tang Xinghao Wu Jiayuan Zhang AI4CE 159 1 0 25 Jul 2024
Estimating before Debiasing: A Bayesian Approach to Detaching Prior Bias in Federated Semi-Supervised Learning Guogang Zhu Xuefeng Liu Xinghao Wu Shaojie Tang Chao Tang Jianwei Niu Hao Su FedML 95 1 0 30 May 2024
Multi-level Personalized Federated Learning on Heterogeneous and Long-Tailed Data Rongyu Zhang Yun Chen Chenrui Wu Fangxin Wang Boyan Li 60 12 0 10 May 2024
Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration Xinghao Wu Xuefeng Liu Jianwei Niu Guogang Zhu Shaojie Tang FedML 60 19 0 20 Sep 2023
Learning Cautiously in Federated Learning with Noisy and Heterogeneous Clients Chen Wu Zexi Li Fang Wang Chao Wu FedML 23 14 0 06 Apr 2023
FedGH: Heterogeneous Federated Learning with Generalized Global Header Liping Yi Gang Wang Xiaoguang Liu Zhuan Shi Han Yu FedML 73 75 0 23 Mar 2023
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 251 802 0 15 Feb 2021
Inverting Gradients -- How easy is it to break privacy in federated learning? Jonas Geiping Hartmut Bauermeister Hannah Dröge Michael Moeller FedML 72 1,217 0 31 Mar 2020
Think Locally, Act Globally: Federated Learning with Local and Global Representations Paul Pu Liang Terrance Liu Liu Ziyin Nicholas B. Allen Randy P. Auerbach David Brent Ruslan Salakhutdinov Louis-Philippe Morency FedML 94 556 0 06 Jan 2020
Federated Learning with Personalization Layers Manoj Ghuhan Arivazhagan V. Aggarwal Aaditya Kumar Singh Sunav Choudhary FedML 67 826 0 02 Dec 2019
Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification T. Hsu Qi Matthew Brown FedML 108 1,128 0 13 Sep 2019