GPFL: Simultaneously Learning Global and Personalized Feature
Information for Personalized Federated Learning

GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning

20 August 2023

Papers citing "GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning"

15 / 15 papers shown

Title
Enhancing Visual Representation with Textual Semantics: Textual Semantics-Powered Prototypes for Heterogeneous Federated Learning Xinghao Wu Jianwei Niu Xuefeng Liu Guogang Zhu Jiayuan Zhang Shaojie Tang 48 0 0 16 Mar 2025
Controlled privacy leakage propagation throughout overlapping grouped learning Shahrzad Kiani Franziska Boenisch S. Draper FedML 60 0 0 06 Mar 2025
Adaptive Guidance for Local Training in Heterogeneous Federated Learning Jianqing Zhang Yang Janet Liu Yang Hua Jian Cao Qiang Yang FedML 25 0 0 09 Oct 2024
Towards Layer-Wise Personalized Federated Learning: Adaptive Layer Disentanglement via Conflicting Gradients Minh Duong Nguyen Khanh Le Khoi Do Nguyen H. Tran Duc Nguyen Chien Trinh Zhaohui Yang FedML 24 2 0 03 Oct 2024
Tackling Feature-Classifier Mismatch in Federated Learning via Prompt-Driven Feature Transformation Xinghao Wu Jianwei Niu Xuefeng Liu Mingjia Shi Guogang Zhu Shaojie Tang 16 0 0 23 Jul 2024
Selective Knowledge Sharing for Personalized Federated Learning Under Capacity Heterogeneity Zheng Wang Zheng Wang Zhaopeng Peng Zihui Wang Cheng-i Wang FedML 19 0 0 31 May 2024
Variational Bayes for Federated Continual Learning Dezhong Yao Sanmu Li Yutong Dai Zhiqiang Xu Shengshan Hu Peilin Zhao Lichao Sun FedML 23 0 0 23 May 2024
Eliminating Domain Bias for Federated Learning in Representation Space Jianqing Zhang Yang Hua Jian Cao Hao Wang Tao Song Zhengui Xue Ruhui Ma Haibing Guan FedML 60 29 0 25 Nov 2023
Edge-cloud Collaborative Learning with Federated and Centralized Features Zexi Li Qunwei Li Yi Zhou Wenliang Zhong Guannan Zhang Chao-Xiang Wu FedML 14 6 0 12 Apr 2023
Revisiting Weighted Aggregation in Federated Learning with Neural Networks Zexi Li Tao R. Lin Xinyi Shang Chao-Xiang Wu FedML 30 58 0 14 Feb 2023
FedProto: Federated Prototype Learning across Heterogeneous Clients Yue Tan Guodong Long Lu Liu Tianyi Zhou Qinghua Lu Jing Jiang Chengqi Zhang FedML 135 287 0 01 May 2021
Towards Personalized Federated Learning A. Tan Han Yu Li-zhen Cui Qiang Yang FedML AI4CE 177 832 0 01 Mar 2021
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 157 770 0 15 Feb 2021
Federated Learning on Non-IID Data Silos: An Experimental Study Q. Li Yiqun Diao Quan Chen Bingsheng He FedML OOD 82 936 0 03 Feb 2021
Balanced Meta-Softmax for Long-Tailed Visual Recognition Jiawei Ren Cunjun Yu Shunan Sheng Xiao Ma Haiyu Zhao Shuai Yi Hongsheng Li 149 541 0 21 Jul 2020