Fair Federated Learning under Domain Skew with Local Consistency and
Domain Diversity

Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity

26 May 2024

Papers citing "Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity"

15 / 15 papers shown

Title
Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization Zhuang Qi Sijin Zhou Lei Meng Han Hu Han Yu Xiangxu Meng FedML CML 40 0 0 08 May 2025
Token-Level Prompt Mixture with Parameter-Free Routing for Federated Domain Generalization Shuai Gong C. Cui Xiaolin Dong Xiushan Nie Lei Zhu Xiaojun Chang FedML MoE 49 0 0 29 Apr 2025
Federated Out-of-Distribution Generalization: A Causal Augmentation View Runhui Zhang Sijin Zhou Zhuang Qi OOD FedML 73 0 0 28 Apr 2025
Global Intervention and Distillation for Federated Out-of-Distribution Generalization Zhuang Qi Runhui Zhang Lei Meng Wei Wu Yachong Zhang X. Meng FedML 60 0 0 01 Apr 2025
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation Yumin Zhang Yan Gao Haoran Duan Hanqing Guo Tejal Shah R. Ranjan Bo Wei FedML 68 0 0 19 Mar 2025
Federated Learning with Domain Shift Eraser Z. Wang Zihui Wang Z. Wang Xiaoliang Fan Cheng-Yu Wang FedML 47 0 0 17 Mar 2025
Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning Yanbiao Ma Wei-Ming Dai Wenke Huang Jiayi Chen 70 0 0 09 Mar 2025
Tackling Data Heterogeneity in Federated Time Series Forecasting Wei Yuan Guanhua Ye Xiangyu Zhao Quoc Viet Hung Nguyen Yang Cao Hongzhi Yin AI4TS 69 0 0 24 Nov 2024
Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey Mang Ye Wei Shen Bo Du E. Snezhko Vassili Kovalev PongChi Yuen FedML 68 3 0 25 May 2024
Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark Wenke Huang Mang Ye Zekun Shi Guancheng Wan He Li Bo Du Qiang Yang FedML OOD 68 75 0 12 Nov 2023
FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Nannan Wu Li Yu Xin Yang Kwang-Ting Cheng Zengqiang Yan FedML 32 19 0 28 Jun 2022
FedProc: Prototypical Contrastive Federated Learning on Non-IID data Xutong Mu Yulong Shen Ke Cheng Xueli Geng Jiaxuan Fu Tao Zhang Zhiwei Zhang FedML 33 161 0 25 Sep 2021
FedProto: Federated Prototype Learning across Heterogeneous Clients Yue Tan Guodong Long Lu Liu Tianyi Zhou Qinghua Lu Jing Jiang Chengqi Zhang FedML 141 287 0 01 May 2021
FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout Samuel Horváth Stefanos Laskaridis Mario Almeida Ilias Leondiadis Stylianos I. Venieris Nicholas D. Lane 165 267 0 26 Feb 2021
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization Xiaoxiao Li Meirui Jiang Xiaofei Zhang Michael Kamp Qi Dou OOD FedML 168 770 0 15 Feb 2021