DELTA: Diverse Client Sampling for Fasting Federated Learning

DELTA: Diverse Client Sampling for Fasting Federated Learning

27 May 2022

Lung-Chuang Wang

Papers citing "DELTA: Diverse Client Sampling for Fasting Federated Learning"

16 / 16 papers shown

Title
Towards Optimal Heterogeneous Client Sampling in Multi-Model Federated Learning Haoran Zhang Zejun Gong Zekai Li Marie Siew Carlee Joe-Wong Rachid El-Azouzi 26 0 0 07 Apr 2025
From Interpretation to Correction: A Decentralized Optimization Framework for Exact Convergence in Federated Learning Bicheng Ying Zhe Li Haibo Yang FedML 68 0 0 25 Mar 2025
Scalable Decentralized Learning with Teleportation Yuki Takezawa Sebastian U. Stich 54 1 0 25 Jan 2025
Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions Daniel Gutiérrez David Solans Mikko A. Heikkilä A. Vitaletti Nicolas Kourtellis Aris Anagnostopoulos I. Chatzigiannakis OOD 82 0 0 19 Nov 2024
FedMABA: Towards Fair Federated Learning through Multi-Armed Bandits Allocation Zhichao Wang Lin Wang Yongxin Guo Ying-Jun Angela Zhang Xiaoying Tang FedML 15 0 0 26 Oct 2024
The Power of Bias: Optimizing Client Selection in Federated Learning with Heterogeneous Differential Privacy Jiating Ma Yipeng Zhou Qi Li Quan Z. Sheng Laizhong Cui Jiangchuan Liu FedML 23 0 0 16 Aug 2024
Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning Lin Wang Yang Chen Yongxin Guo Xiaoying Tang FedML 41 0 0 05 Jul 2024
Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing Yongxin Guo Lin Wang Xiaoying Tang Tao R. Lin FedML OOD 27 0 0 25 May 2024
FedRec+: Enhancing Privacy and Addressing Heterogeneity in Federated Recommendation Systems Lin Wang Zhichao Wang Xi Leng Xiaoying Tang 10 1 0 31 Oct 2023
Enhanced Federated Optimization: Adaptive Unbiased Sampling with Reduced Variance Dun Zeng Zenglin Xu Yu Pan Xu Luo Qifan Wang Xiaoying Tang FedML 10 1 0 04 Oct 2023
Channel and Gradient-Importance Aware Device Scheduling for Over-the-Air Federated Learning Yuchang Sun Zehong Lin Yuyi Mao Shi Jin Jinchao Zhang 24 11 0 26 May 2023
Entropy-driven Fair and Effective Federated Learning Lung-Chuang Wang Zhichao Wang Sai Praneeth Karimireddy Xiaoying Tang Xiaoying Tang FedML 25 9 0 29 Jan 2023
CC-FedAvg: Computationally Customized Federated Averaging Hao Zhang Tingting Wu Siyao Cheng Jie Liu FedML 10 5 0 28 Dec 2022
LOCKS: User Differentially Private and Federated Optimal Client Sampling Ajinkya Mulay FedML 12 0 0 26 Dec 2022
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 173 410 0 14 Jul 2021
Federated Multi-Armed Bandits Chengshuai Shi Cong Shen FedML 50 91 0 28 Jan 2021