Learning Cautiously in Federated Learning with Noisy and Heterogeneous
Clients

Learning Cautiously in Federated Learning with Noisy and Heterogeneous Clients

6 April 2023

Papers citing "Learning Cautiously in Federated Learning with Noisy and Heterogeneous Clients"

11 / 11 papers shown

Title
Robust Federated Learning with Confidence-Weighted Filtering and GAN-Based Completion under Noisy and Incomplete Data Alpaslan Gokcen Ali Boyaci FedML 43 0 0 14 May 2025
FNBench: Benchmarking Robust Federated Learning against Noisy Labels Xuefeng Jiang Jia Li Nannan Wu Z. F. Wu Xujing Li Sheng Sun Gang Xu Yibo Wang Qi Li Min Liu FedML 55 3 0 10 May 2025
Data Quality Control in Federated Instruction-tuning of Large Language Models Yaxin Du Rui Ye Fengting Yuchi W. Zhao Jingjing Qu Yunhong Wang Siheng Chen ALM FedML 53 0 0 15 Oct 2024
FedTSA: A Cluster-based Two-Stage Aggregation Method for Model-heterogeneous Federated Learning Boyu Fan Chenrui Wu Xiang Su Pan Hui FedML 42 2 0 06 Jul 2024
Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition Xinghao Wu Xuefeng Liu Jianwei Niu Haolin Wang Shaojie Tang Guogang Zhu Hao Su FedML 48 7 0 28 Jun 2024
FedMLP: Federated Multi-Label Medical Image Classification under Task Heterogeneity Zhaobin Sun Nannan Wu Junjie Shi Li Yu Xin Yang Kwang-Ting Cheng Zengqiang Yan 21 0 0 27 Jun 2024
Multi-level Personalized Federated Learning on Heterogeneous and Long-Tailed Data Rongyu Zhang Yun Chen Chenrui Wu Fangxin Wang Boyan Li 43 12 0 10 May 2024
FedStyle: Style-Based Federated Learning Crowdsourcing Framework for Art Commissions Changjuan Ran Yeting Guo Fang Liu Shenglan Cui Yunfan Ye FedML 23 1 0 25 Apr 2024
FediOS: Decoupling Orthogonal Subspaces for Personalization in Feature-skew Federated Learning Lingzhi Gao Zexi Li Yang Lu Chao Wu 39 6 0 30 Nov 2023
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling Bowen Zhang Yidong Wang Wenxin Hou Hao Wu Jindong Wang Manabu Okumura T. Shinozaki AAML 255 862 0 15 Oct 2021
FedProto: Federated Prototype Learning across Heterogeneous Clients Yue Tan Guodong Long Lu Liu Tianyi Zhou Qinghua Lu Jing Jiang Chengqi Zhang FedML 156 459 0 01 May 2021