Federated Learning: Challenges, Methods, and Future Directions

IEEE Signal Processing Magazine (IEEE SPM), 2019

21 August 2019

Papers citing "Federated Learning: Challenges, Methods, and Future Directions"

50 / 1,676 papers shown

Title
Poison to Detect: Detection of Targeted Overfitting in Federated Learning Soumia Zohra El Mestari Maciej Krzysztof Zuziak Gabriele Lenzini 100 0 0 15 Sep 2025
Differentially Private Decentralized Dataset Synthesis Through Randomized Mixing with Correlated Noise Utsab Saha Tanvir Muntakim Tonoy Hafiz Imtiaz 88 0 0 12 Sep 2025
Decentor-V: Lightweight ML Training on Low-Power RISC-V Edge Devices Marcelo Ribeiro Diogo Costa Gonçalo Moreira Sandro Pinto T. Gomes 72 0 0 10 Sep 2025
FedTeddi: Temporal Drift and Divergence Aware Scheduling for Timely Federated Edge Learning Yuxuan Bai Yuxuan Sun Tan Chen Wei Chen Sheng Zhou Z. Niu FedML 92 0 0 09 Sep 2025
Impact of Labeling Inaccuracy and Image Noise on Tooth Segmentation in Panoramic Radiographs using Federated, Centralized and Local Learning Johan Andreas Balle Rubak Khuram Naveed Sanyam Jain Lukas Esterle Alexandros Iosifidis Ruben Pauwels 44 1 0 08 Sep 2025
On Using Large-Batches in Federated Learning Sahil Tyagi FedML 94 0 0 05 Sep 2025
Warming Up for Zeroth-Order Federated Pre-Training with Low Resource Clients G. Legate Irina Rish Eugene Belilovsky FedML 104 0 0 03 Sep 2025
Privacy-Preserving Personalization in Education: A Federated Recommender System for Student Performance Prediction Rodrigo Tertulino Ricardo Almeida 113 2 0 03 Sep 2025
Federated learning over physical channels: adaptive algorithms with near-optimal guarantees Rui Zhang Wenlong Mou FedML 100 0 0 02 Sep 2025
Rethinking Federated Learning Over the Air: The Blessing of Scaling Up Jiaqi Zhu Bikramjit Das Yong Xie Nikolaos Pappas Howard H. Yang FedML 88 1 0 25 Aug 2025
FedGreed: A Byzantine-Robust Loss-Based Aggregation Method for Federated Learning Emmanouil Kritharakis Antonios Makris Dusan Jakovetic Konstantinos Tserpes FedML 108 1 0 25 Aug 2025
FedKLPR: Personalized Federated Learning for Person Re-Identification with Adaptive Pruning Po-Hsien Yu Yu-Syuan Tseng Shao-Yi Chien VLM 110 0 0 24 Aug 2025
Federated Distillation on Edge Devices: Efficient Client-Side Filtering for Non-IID Data Ahmed Mujtaba Gleb Radchenko Radu Prodan Marc Masana FedML 92 0 0 20 Aug 2025
FedEve: On Bridging the Client Drift and Period Drift for Cross-device Federated Learning Tao Shen Zexi Li Didi Zhu Ziyu Zhao Chao-Xiang Wu Fei Wu FedML 124 0 0 20 Aug 2025
Trans-XFed: An Explainable Federated Learning for Supply Chain Credit Assessment Jie Shi A. Siebes S. Mehrkanoon FedML 104 0 0 19 Aug 2025
Argos: A Decentralized Federated System for Detection of Traffic Signs in CAVs Seyed Mahdi Haji Seyed Hossein Alireza Hosseini Soheil Hajian Manesh Amirali Shahriary 42 0 0 18 Aug 2025
FedUNet: A Lightweight Additive U-Net Module for Federated Learning with Heterogeneous Models Beomseok Seo Kichang Lee JaeYeon Park FedML 92 0 0 18 Aug 2025
Robust Federated Learning under Adversarial Attacks via Loss-Based Client Clustering Emmanouil Kritharakis Dusan Jakovetic Antonios Makris Konstantinos Tserpes FedML 208 1 0 18 Aug 2025
Communication-Efficient Distributed Asynchronous ADMM Sagar Shrestha FedML 80 0 0 17 Aug 2025
Fed-Meta-Align: A Similarity-Aware Aggregation and Personalization Pipeline for Federated TinyML on Heterogeneous Data Hemanth Macharla Mayukha Pal 76 0 0 15 Aug 2025
Decentralized Rank Scheduling for Energy-Constrained Multi-Task Federated Fine-Tuning in Edge-Assisted IoV Networks Bokeng Zheng Jianqiang Zhong Jiayi Liu Xiaoxi Zhang 84 0 0 13 Aug 2025
Distributed optimization: designed for federated learning Wenyou Guo Ting Qu Chunrong Pan George Q. Huang FedML 114 2 0 12 Aug 2025
Decentralized Weather Forecasting via Distributed Machine Learning and Blockchain-Based Model Validation Rilwan Umar Aydin Abadi Basil Aldali Benito Vincent Elliot A. J. Hurley ... Lambert Uwuigbusun Mujeeb Ahmed Shishir Nagaraja Suleiman Sabo Weaam Alrbeiqi 96 0 0 12 Aug 2025
Federated Learning for Epileptic Seizure Prediction Across Heterogeneous EEG Datasets Cem Ata Baykara Saurav R. Pandey Ali Burak Ünal Harlin Lee Mete Akgün FedML 68 0 0 11 Aug 2025
Communication-Efficient Zero-Order and First-Order Federated Learning Methods over Wireless Networks Mohamad Assaad Zeinab Nehme Mérouane Debbah 81 0 0 11 Aug 2025
Stabilizing Federated Learning under Extreme Heterogeneity with HeteRo-Select Md. Akmol Masud Md Abrar Jahin Mahmud Hasan 52 0 0 08 Aug 2025
Heterogeneity-Oblivious Robust Federated Learning Weiyao Zhang Jinyang Li Qi Song Miao Wang Chungang Lin Haitong Luo Xuying Meng Yujun Zhang AAML 183 0 0 05 Aug 2025
Dynamic Clustering for Personalized Federated Learning on Heterogeneous Edge Devices Heting Liu Junzhe Huang Fang He Guohong Cao FedML 133 0 0 03 Aug 2025
Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning Hung-Chieh Fang Hsuan-Tien Lin Irwin King Yifei Zhang FedML 129 0 0 02 Aug 2025
Mitigating Resolution-Drift in Federated Learning: Case of Keypoint Detection Taeheon Lim Joohyung Lee Kyungjae Lee Jungchan Cho 84 0 0 31 Jul 2025
FedCVD++: Communication-Efficient Federated Learning for Cardiovascular Risk Prediction with Parametric and Non-Parametric Model Optimization Abdelrhman Gaber Hassan Abd-Eltawab John Elgallab Youssif Abuzied Dineo Mpanya Turgay Celik Swarun Kumar Tamer ElBatt FedML 133 0 0 30 Jul 2025
Meta Fusion: A Unified Framework For Multimodality Fusion with Mutual Learning Ziyi Liang Annie Qu Babak Shahbaba 118 0 0 27 Jul 2025
Debunking Optimization Myths in Federated Learning for Medical Image Classification Youngjoon Lee Hyukjoon Lee J. Gong Yang Cao Joonhyuk Kang FedML 104 1 0 26 Jul 2025
Federated Calculation of the Free-Support Transportation Barycenter by Single-Loop Dual Decomposition Zhengqi Lin Andrzej Ruszczynski 122 1 0 25 Jul 2025
Enhancing Quantum Federated Learning with Fisher Information-Based Optimization A. Bhatia Sabre Kais FedML 132 0 0 23 Jul 2025
Decentralized Federated Learning of Probabilistic Generative Classifiers Aritz Pérez Carlos Echegoyen Guzmán Santafé FedML 98 0 0 23 Jul 2025
Privacy-Preserving Multimodal News Recommendation through Federated Learning Mehdi Khalaj Shahrzad Golestani Najafabadi Julita Vassileva 143 0 0 21 Jul 2025
FairFedMed: Benchmarking Group Fairness in Federated Medical Imaging with FairLoRAIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Minghan Li Congcong Wen Yu Tian Min Shi Yan Luo Niraj Pudasaini Yi Fang Mengyu Wang 121 1 0 21 Jul 2025
Federated Split Learning with Improved Communication and Storage EfficiencyIEEE Transactions on Mobile Computing (IEEE TMC), 2025 Yujia Mu Cong Shen FedML 113 1 0 21 Jul 2025
Challenges of Trustworthy Federated Learning: What's Done, Current Trends and Remaining Work Nuria Rodríguez-Barroso Mario García-Márquez M. V. Luzón Francisco Herrera FedML 146 3 0 21 Jul 2025
Clustered Federated Learning for Generalizable FDIA Detection in Smart Grids with Heterogeneous Data Yunfeng Li Junhong Liu Zhaohui Yang Guofu Liao Chuyun Zhang 158 1 0 20 Jul 2025
Federated Reinforcement Learning in Heterogeneous Environments Ukjo Hwang Songnam Hong FedML 129 1 0 19 Jul 2025
FedStrategist: A Meta-Learning Framework for Adaptive and Robust Aggregation in Federated Learning Md Rafid Haque Abu Raihan Mostofa Kamal M. Hossain FedML 167 0 0 18 Jul 2025
Feature Distillation is the Better Choice for Model-Heterogeneous Federated Learning Yichen Li Xiuying Wang Wenchao Xu Haozhao Wang Yining Qi Jiahua Dong Ruixuan Li FedML 247 1 0 14 Jul 2025
Greedy Low-Rank Gradient Compression for Distributed Learning with Convergence Guarantees Chuyan Chen Yutong He Pengrui Li Weichen Jia Kun Yuan 576 4 0 11 Jul 2025
A Narrative Review on Large AI Models in Lung Cancer Screening, Diagnosis, and Treatment Planning Jiachen Zhong Yiting Wang Di Zhu Ziwei Wang LM&MA AI4CE 199 5 0 01 Jul 2025
PPFL-RDSN: Privacy-Preserving Federated Learning-based Residual Dense Spatial Networks for Encrypted Lossy Image Reconstruction Peilin He James Joshi 193 0 0 30 Jun 2025
Autonomous Cyber Resilience via a Co-Evolutionary Arms Race within a Fortified Digital Twin Sandbox Malikussaid Sutiyo 181 0 0 25 Jun 2025
Efficient Federated Learning with Encrypted Data Sharing for Data-Heterogeneous Edge Devices Hangyu Li Hongyue Wu Guodong Fan Zhen Zhang Shizhan Chen Zhiyong Feng FedML 206 0 0 25 Jun 2025
Progressive Size-Adaptive Federated Learning: A Comprehensive Framework for Heterogeneous Multi-Modal Data Systems Sajid Hussain Muhammad Sohail Nauman Ali Khan Naima Iltaf Ihtesham ul Islam AI4TS 158 0 0 24 Jun 2025