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
Over-the-Air Federated Learning: Rethinking Edge AI Through Signal Processing Seyed Mohammad Azimi-Abarghouyi Carlo Fischione Kaibin Huang FedML 92 0 0 03 Dec 2025
Multi-Frequency Federated Learning for Human Activity Recognition Using Head-Worn SensorsAustralasian Conference on Interactive Entertainment (ACIE), 2024 Dario Fenoglio Mohan Li Davide Casnici Matias Laporte Shkurta Gashi Silvia Santini M. Gjoreski Marc Langheinrich 0 0 0 02 Dec 2025
FedSGT: Exact Federated Unlearning via Sequential Group-based Training Bokang Zhang Hong Guan Hong kyu Lee Ruixuan Liu Jia Zou Li Xiong MU FedML 197 0 0 28 Nov 2025
Communication-Efficient Learning for Satellite Constellations Ruxandra-Stefania Tudose Moritz H.W. Grüss Grace Ra Kim Karl H. Johansson Nicola Bastianello 178 0 0 25 Nov 2025
Hi-SAFE: Hierarchical Secure Aggregation for Lightweight Federated Learning Hyeong-Gun Joo Songnam Hong Seunghwan Lee Dong-joon Shin FedML 358 0 0 24 Nov 2025
Integrating RCTs, RWD, AI/ML and Statistics: Next-Generation Evidence Synthesis Shu Yang Margaret Gamalo Haoda Fu CML 148 0 0 24 Nov 2025
ADF-LoRA: Alternating Low-Rank Aggregation for Decentralized Federated Fine-Tuning X. Wang X. Li Zhixiang Zhou Chen Li Y. Liu 68 0 0 23 Nov 2025
A Hybrid Proactive And Predictive Framework For Edge Cloud Resource Management Hrikshesh Kumar Anika Garg Anshul Gupta Yashika Agarwal 168 0 0 20 Nov 2025
FLARE: Adaptive Multi-Dimensional Reputation for Robust Client Reliability in Federated Learning Abolfazl Younesi Leon Kiss Zahra Najafabadi Samani Juan Aznar Poveda Thomas Fahringer AAML 219 0 0 18 Nov 2025
Robust Client-Server Watermarking for Split Federated Learning Jiaxiong Tang Zhengchunmin Dai Liantao Wu Peng Sun Honglong Chen Zhenfu Cao FedML 342 0 0 17 Nov 2025
Accuracy is Not Enough: Poisoning Interpretability in Federated Learning via Color Skew Farhin Farhad Riya Shahinul Hoque J. Sun Olivera Kotevska AAML FedML FAtt 503 0 0 17 Nov 2025
Toward Dignity-Aware AI: Next-Generation Elderly Monitoring from Fall Detection to ADL Xun Shao Aoba Otani Yuto Hirasuka Runji Cai Seng W. Loke 93 0 0 12 Nov 2025
Federated Learning for Pediatric Pneumonia Detection: Enabling Collaborative Diagnosis Without Sharing Patient Data Daniel M. Jimenez-Gutierrez Enrique Zuazua Joaquin Del Rio Oleksii Sliusarenko Xabi Uribe-Etxebarria 136 0 0 12 Nov 2025
PEOD: A Pixel-Aligned Event-RGB Benchmark for Object Detection under Challenging Conditions Luoping Cui Hanqing Liu Mingjie Liu Endian Lin Donghong Jiang Yuhao Wang Chuang Zhu 72 0 0 11 Nov 2025
FedNET: Federated Learning for Proactive Traffic Management and Network Capacity Planning Saroj Kumar Panda Basabdatta Palit Sadananda Behera 113 0 0 10 Nov 2025
Adversarial Node Placement in Decentralized Federated Learning: Maximum Spanning-Centrality Strategy and Performance AnalysisIEEE Internet of Things Journal (IEEE IoT J.), 2025 Adam Piaseczny Eric Ruzomberka Rohit Parasnis Christopher G. Brinton 138 0 0 10 Nov 2025
PraxiMLP: A Threshold-based Framework for Efficient Three-Party MLP with Practical Security Tianle Tao Shizhao Peng Haogang Zhu 68 0 0 08 Nov 2025
Private Map-Secure Reduce: Infrastructure for Efficient AI Data Markets Sameer Wagh Kenneth Stibler Shubham Gupta Lacey Strahm Irina Bejan ... Dave Buckley Ruchi Bhatia Jack Bandy Aayush Agarwal Andrew Trask 72 0 0 03 Nov 2025
Edge AI in Highly Volatile Environments: Is Fairness Worth the Accuracy Trade-off? Obaidullah Zaland Feras M. Awaysheh Sawsan Al Zubi Abdul Rahman Safi Monowar Bhuyan AAML 98 0 0 03 Nov 2025
Bayesian Coreset Optimization for Personalized Federated LearningInternational Conference on Learning Representations (ICLR), 2025 Prateek Chanda Shrey Modi Ganesh Ramakrishnan FedML 112 2 0 03 Nov 2025
Communication-Constrained Private Decentralized Online Personalized Mean Estimation Yauhen Yakimenka Hsuan-Yin Lin E. Rosnes J. Kliewer FedML 94 0 0 02 Nov 2025
Machine learning-based cloud resource allocation algorithms: a comprehensive comparative review Deep Bodra Sushil Khairnar 36 0 0 31 Oct 2025
FedSelect-ME: A Secure Multi-Edge Federated Learning Framework with Adaptive Client Scoring Hanie Vatani Reza Ebrahimi Atani FedML 73 0 0 29 Oct 2025
SGFusion: Stochastic Geographic Gradient Fusion in Federated Learning K. Nguyen Khang Tran Nhathai Phan Cristian Borcea R. Jin Issa M. Khalil FedML 307 0 0 27 Oct 2025
FedGPS: Statistical Rectification Against Data Heterogeneity in Federated Learning Zhiqin Yang Yonggang Zhang Chenxin Li Yiu-ming Cheung Bo Han Yixuan Yuan FedML 164 0 0 23 Oct 2025
Serverless GPU Architecture for Enterprise HR Analytics: A Production-Scale BDaaS Implementation Guilin Zhang Wulan Guo Ziqi Tan Srinivas Vippagunta Suchitra Raman ... Ju Lin Shang Liu Mary Schladenhauffen Jeffrey Luo Hailong Jiang 100 0 0 22 Oct 2025
CLIP: Client-Side Invariant Pruning for Mitigating Stragglers in Secure Federated Learning Anthony DiMaggio Raghav Sharma Gururaj Saileshwar 84 0 0 19 Oct 2025
Hierarchical Federated Unlearning for Large Language Models Yisheng Zhong Zhengbang Yang Zhuangdi Zhu MU 166 0 0 19 Oct 2025
Incentive-Based Federated Learning: Architectural Elements and Future Directions Chanuka A.S. Hewa Kaluannakkage Rajkumar Buyya FedML 187 0 0 16 Oct 2025
Evolution of meta's llama models and parameter-efficient fine-tuning of large language models: a survey Abdulhady Abas Abdullah Arkaitz Zubiaga Seyedali Mirjalili Amir Gandomi Fatemeh Daneshfar Mohammadsadra Amini Alan Salam Mohammed Hadi Veisi ALM 172 0 0 14 Oct 2025
FedMMKT:Co-Enhancing a Server Text-to-Image Model and Client Task Models in Multi-Modal Federated Learning Ningxin He Yang Liu Wei Sun Xiaozhou Ye Ye Ouyang Tiegang Gao Z. Zhang 92 0 0 14 Oct 2025
Research in Collaborative Learning Does Not Serve Cross-Silo Federated Learning in Practice Kevin Kuo Chhavi Yadav Virginia Smith FedML 156 0 0 14 Oct 2025
Multitask Learning with Learned Task Relationships Zirui Wan Stefan Vlaski 85 0 0 12 Oct 2025
FLAMMABLE: A Multi-Model Federated Learning Framework with Multi-Model Engagement and Adaptive Batch Sizes Shouxu Lin Zimeng Pan Yuhang Yao Haeyoung Noh Pei Zhang Carlee Joe-Wong 57 0 0 12 Oct 2025
FedDTRE: Federated Dialogue Generation Models Powered by Trustworthiness Evaluation Shule Lu LingXiang Wang Sijia Wen Ziwei Wang Hainan Zhang FedML 108 0 0 09 Oct 2025
Federated Learning for Surgical Vision in Appendicitis Classification: Results of the FedSurg EndoVis 2024 Challenge Max Kirchner Hanna Hoffmann Alexander C. Jenke Oliver Saldanha Kevin Pfeiffer ... Danail Stoyanov Jakob N. Kather Fiona Kolbinger S. Bodenstedt Stefanie Speidel FedML 149 0 0 06 Oct 2025
Privacy Preserved Federated Learning with Attention-Based Aggregation for Biometric Recognition Kassahun Azezew Minyechil Alehegn Tsega Asresa Bitew Mekuria Tizazu Bayh Ayenew Kassie Amsalu Tesema Animut Embiyale 84 0 0 01 Oct 2025
CAFL-L: Constraint-Aware Federated Learning with Lagrangian Dual Optimization for On-Device Language Models Dongqi Zheng Wenjin Fu 80 0 0 29 Sep 2025
Enhancing Split Learning with Sharded and Blockchain-Enabled SplitFed Approaches Amirreza Sokhankhosh Khalid Hassan Sara Rouhani FedML 96 0 0 29 Sep 2025
Distributionally Robust Federated Learning with Outlier Resilience Zifan Wang Xinlei Yi Xenia Konti Michael M. Zavlanos Karl H. Johansson OOD 68 0 0 29 Sep 2025
Non-Linear Trajectory Modeling for Multi-Step Gradient Inversion Attacks in Federated Learning Li Xia Zheng Liu Sili Huang Wei Tang Xuan Liu Xuan Liu AAML 116 1 0 26 Sep 2025
Adaptive Dual-Mode Distillation with Incentive Schemes for Scalable, Heterogeneous Federated Learning on Non-IID Data Zahid Iqbal FedML 108 0 0 26 Sep 2025
AntiFLipper: A Secure and Efficient Defense Against Label-Flipping Attacks in Federated Learning Aashnan Rahman Abid Hasan Sherajul Arifin Faisal Haque Bappy Tahrim Hossain Tariqul Islam Abu Raihan Mostofa Kamal M. Hossain AAML 124 0 0 26 Sep 2025
PQFed: A Privacy-Preserving Quality-Controlled Federated Learning Framework Weiqi Yue Wenbiao Li Yuzhou Jiang Anisa Halimi Roger French Erman Ayday FedML 92 0 0 25 Sep 2025
Personalized Federated Dictionary Learning for Modeling Heterogeneity in Multi-site fMRI Data Yipu Zhang Chengshuo Zhang Ziyu Zhou Gang Qu Hao Zheng Yuping Wang Hui Shen H. Deng FedML 84 0 0 25 Sep 2025
Generative Adversarial Networks Applied for Privacy Preservation in Biometric-Based Authentication and Identification Lubos Mjachky Ivan Homoliak PICV GAN 184 0 0 24 Sep 2025
FedFusion: Federated Learning with Diversity- and Cluster-Aware Encoders for Robust Adaptation under Label Scarcity Ferdinand Kahenga A. Bagula Patrick Sello Sajal K. Das FedML 76 0 0 23 Sep 2025
A non-smooth regularization framework for learning over multitask graphs Yara Zgheib Luca Calatroni Marc Antonini Roula Nassif 77 0 0 22 Sep 2025
Global Prompt Refinement with Non-Interfering Attention Masking for One-Shot Federated Learning Zhuang Qi Pan Yu Lei Meng Sijin Zhou Han Yu Xiaoxiao Li Xiangxu Meng FedML VLM 206 0 0 21 Sep 2025
Adaptive LoRA Experts Allocation and Selection for Federated Fine-Tuning Lei Wang Jieming Bian Letian Zhang Jie Xu 186 2 0 18 Sep 2025