Proportional Fairness in Federated Learning

v1v2v3v4v5 (latest)

Proportional Fairness in Federated Learning

3 February 2022

Saber Malekmohammadi

ArXiv (abs)PDF HTML Github (19★)

Papers citing "Proportional Fairness in Federated Learning"

16 / 16 papers shown

Title
A Flexible Fairness Framework with Surrogate Loss Reweighting for Addressing Sociodemographic Disparities Wen Xu Elham Dolatabadi FaML 116 0 0 21 Mar 2025
Noise-Aware Algorithm for Heterogeneous Differentially Private Federated Learning Saber Malekmohammadi Yaoliang Yu Yang Cao FedML 163 6 0 17 Feb 2025
Online Mirror Descent for Tchebycheff Scalarization in Multi-Objective Optimization Meitong Liu Xiaoyuan Zhang Chulin Xie Kate Donahue Han Zhao 81 2 0 29 Oct 2024
FedMABA: Towards Fair Federated Learning through Multi-Armed Bandits Allocation Zhichao Wang Lin Wang Yongxin Guo Ying-Jun Angela Zhang Xiaoying Tang FedML 52 0 0 26 Oct 2024
Generalization and Robustness of the Tilted Empirical Risk Gholamali Aminian Amir R. Asadi Tian Li Ahmad Beirami Gesine Reinert Samuel N. Cohen 73 0 0 28 Sep 2024
Friends in Unexpected Places: Enhancing Local Fairness in Federated Learning through Clustering Yifan Yang Ali Payani Parinaz Naghizadeh Ardabili FedML 106 0 0 27 Jul 2024
Achieving Fairness Across Local and Global Models in Federated Learning Disha Makhija Xing Han Joydeep Ghosh Yejin Kim FedML 75 8 0 24 Jun 2024
Pursuing Overall Welfare in Federated Learning through Sequential Decision Making S. Hahn Gi-Soo Kim Junghye Lee FedML 57 1 0 31 May 2024
Differentially Private Clustered Federated Learning Saber Malekmohammadi Afaf Taik G. Farnadi FedML 62 2 0 29 May 2024
Provable Multi-Party Reinforcement Learning with Diverse Human Feedback Huiying Zhong Zhun Deng Weijie J. Su Zhiwei Steven Wu Linjun Zhang 79 18 0 08 Mar 2024
Fair Resource Allocation in Multi-Task Learning Hao Ban Kaiyi Ji 76 14 0 23 Feb 2024
Predicting Infant Brain Connectivity with Federated Multi-Trajectory GNNs using Scarce Data Michalis Pistos Gang Li Weili Lin Dinggang Shen I. Rekik 52 0 0 01 Jan 2024
Federated Learning Under Restricted User Availability Periklis Theodoropoulos Konstantinos E. Nikolakakis Dionysios S. Kalogerias FedML 43 1 0 25 Sep 2023
Understanding the Role of Layer Normalization in Label-Skewed Federated Learning Guojun Zhang Mahdi Beitollahi Alex Bie Xi Chen FedML MLT AI4CE 69 3 0 18 Aug 2023
Scaff-PD: Communication Efficient Fair and Robust Federated Learning Yaodong Yu Sai Praneeth Karimireddy Yi-An Ma Michael I. Jordan FedML 82 4 0 25 Jul 2023
Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning Peizhong Ju A. Ghosh Ness B. Shroff 80 5 0 01 Jun 2023