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

Poison to Detect: Detection of Targeted Overfitting in Federated Learning

Soumia Zohra El Mestari

Maciej Krzysztof Zuziak

Gabriele Lenzini

119

15 Sep 2025

Differentially Private Decentralized Dataset Synthesis Through Randomized Mixing with Correlated Noise

Utsab Saha

Tanvir Muntakim Tonoy

Hafiz Imtiaz

12 Sep 2025

Decentor-V: Lightweight ML Training on Low-Power RISC-V Edge Devices

10 Sep 2025

FedTeddi: Temporal Drift and Divergence Aware Scheduling for Timely Federated Edge Learning

113

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

08 Sep 2025

On Using Large-Batches in Federated Learning

Sahil Tyagi

FedML

113

05 Sep 2025

Warming Up for Zeroth-Order Federated Pre-Training with Low Resource Clients

109

03 Sep 2025

Privacy-Preserving Personalization in Education: A Federated Recommender System for Student Performance Prediction

Rodrigo Tertulino

Ricardo Almeida

153

03 Sep 2025

Federated learning over physical channels: adaptive algorithms with near-optimal guarantees

Rui Zhang

Wenlong Mou

FedML

112

02 Sep 2025

Rethinking Federated Learning Over the Air: The Blessing of Scaling Up

122

25 Aug 2025

FedGreed: A Byzantine-Robust Loss-Based Aggregation Method for Federated Learning

Emmanouil Kritharakis

137

25 Aug 2025

FedKLPR: Personalized Federated Learning for Person Re-Identification with Adaptive Pruning

121

24 Aug 2025

Federated Distillation on Edge Devices: Efficient Client-Side Filtering for Non-IID Data

134

20 Aug 2025

FedEve: On Bridging the Client Drift and Period Drift for Cross-device Federated Learning

159

20 Aug 2025

Trans-XFed: An Explainable Federated Learning for Supply Chain Credit Assessment

132

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

18 Aug 2025

FedUNet: A Lightweight Additive U-Net Module for Federated Learning with Heterogeneous Models

120

18 Aug 2025

Robust Federated Learning under Adversarial Attacks via Loss-Based Client Clustering

Emmanouil Kritharakis

229

18 Aug 2025

Communication-Efficient Distributed Asynchronous ADMM

Sagar Shrestha

FedML

17 Aug 2025

Fed-Meta-Align: A Similarity-Aware Aggregation and Personalization Pipeline for Federated TinyML on Heterogeneous Data

Hemanth Macharla

Mayukha Pal

100

15 Aug 2025

Decentralized Rank Scheduling for Energy-Constrained Multi-Task Federated Fine-Tuning in Edge-Assisted IoV Networks

113

13 Aug 2025

Distributed optimization: designed for federated learning

173

12 Aug 2025

Decentralized Weather Forecasting via Distributed Machine Learning and Blockchain-Based Model Validation

...

119

12 Aug 2025

Federated Learning for Epileptic Seizure Prediction Across Heterogeneous EEG Datasets

11 Aug 2025

Communication-Efficient Zero-Order and First-Order Federated Learning Methods over Wireless Networks

Mohamad Assaad

Zeinab Nehme

Mérouane Debbah

11 Aug 2025

Stabilizing Federated Learning under Extreme Heterogeneity with HeteRo-Select

Md. Akmol Masud

Md Abrar Jahin

Mahmud Hasan

08 Aug 2025

Heterogeneity-Oblivious Robust Federated Learning

232

05 Aug 2025

Dynamic Clustering for Personalized Federated Learning on Heterogeneous Edge Devices

157

03 Aug 2025

Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning

138

02 Aug 2025

Mitigating Resolution-Drift in Federated Learning: Case of Keypoint Detection

109

31 Jul 2025

FedCVD++: Communication-Efficient Federated Learning for Cardiovascular Risk Prediction with Parametric and Non-Parametric Model Optimization

143

30 Jul 2025

Meta Fusion: A Unified Framework For Multimodality Fusion with Mutual Learning

Ziyi Liang

Annie Qu

Babak Shahbaba

146

27 Jul 2025

Debunking Optimization Myths in Federated Learning for Medical Image Classification

131

26 Jul 2025

Federated Calculation of the Free-Support Transportation Barycenter by Single-Loop Dual Decomposition

Zhengqi Lin

Andrzej Ruszczynski

148

25 Jul 2025

Enhancing Quantum Federated Learning with Fisher Information-Based Optimization

A. Bhatia

Sabre Kais

FedML

151

23 Jul 2025

Decentralized Federated Learning of Probabilistic Generative Classifiers

107

23 Jul 2025

Privacy-Preserving Multimodal News Recommendation through Federated Learning

Mehdi Khalaj

Shahrzad Golestani Najafabadi

Julita Vassileva

164

21 Jul 2025

FairFedMed: Benchmarking Group Fairness in Federated Medical Imaging with FairLoRAIEEE Transactions on Medical Imaging (IEEE TMI), 2025

126

21 Jul 2025

Federated Split Learning with Improved Communication and Storage EfficiencyIEEE Transactions on Mobile Computing (IEEE TMC), 2025

Yujia Mu

Cong Shen

FedML

141

21 Jul 2025

Challenges of Trustworthy Federated Learning: What's Done, Current Trends and Remaining Work

Nuria Rodríguez-Barroso

159

21 Jul 2025

Clustered Federated Learning for Generalizable FDIA Detection in Smart Grids with Heterogeneous Data

186

20 Jul 2025

Federated Reinforcement Learning in Heterogeneous Environments

Ukjo Hwang

Songnam Hong

FedML

148

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

205

18 Jul 2025

Feature Distillation is the Better Choice for Model-Heterogeneous Federated Learning

284

14 Jul 2025

Greedy Low-Rank Gradient Compression for Distributed Learning with Convergence Guarantees

616

11 Jul 2025

A Narrative Review on Large AI Models in Lung Cancer Screening, Diagnosis, and Treatment Planning

215

01 Jul 2025

PPFL-RDSN: Privacy-Preserving Federated Learning-based Residual Dense Spatial Networks for Encrypted Lossy Image Reconstruction

Peilin He

James Joshi

228

30 Jun 2025

Autonomous Cyber Resilience via a Co-Evolutionary Arms Race within a Fortified Digital Twin Sandbox

Malikussaid

Sutiyo

191

25 Jun 2025

Efficient Federated Learning with Encrypted Data Sharing for Data-Heterogeneous Edge Devices

260

25 Jun 2025

Progressive Size-Adaptive Federated Learning: A Comprehensive Framework for Heterogeneous Multi-Modal Data Systems

226

24 Jun 2025