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1908.07873
Cited By
Federated Learning: Challenges, Methods, and Future Directions
IEEE Signal Processing Magazine (IEEE SPM), 2019
21 August 2019
Tian Li
Anit Kumar Sahu
Ameet Talwalkar
Virginia Smith
FedML
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Papers citing
"Federated Learning: Challenges, Methods, and Future Directions"
50 / 1,676 papers shown
Leveraging MIMIC Datasets for Better Digital Health: A Review on Open Problems, Progress Highlights, and Future Promises
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Mohammed Sabir
Rizwan Qureshi
Camillo Maria Caruso
V. Guarrasi
Suncheng Xiang
S Kevin Zhou
218
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Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator
IEEE Open Journal of the Communications Society (IEEE Open J. Commun. Soc.), 2025
Alberto Bazán-Guillén
Carlos Beis-Penedo
Diego Cajaraville-Aboy
Pablo Barbecho-Bautista
R. Redondo
Luis J. de la Cruz Llopis
Ana Fernández-Vilas
Mónica Aguilar Igartua
M. Fernández-Veiga
AI4TS
174
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Secure Distributed Learning for CAVs: Defending Against Gradient Leakage with Leveled Homomorphic Encryption
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Ren-Yi Huang
Dumindu Samaraweera
Prashant Shekhar
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229
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09 Jun 2025
FedAPM: Federated Learning via ADMM with Partial Model Personalization
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Feiteng Nie
Jinshan Zeng
Sheng Wang
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Chuanhui Yang
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252
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05 Jun 2025
Communication Efficient Adaptive Model-Driven Quantum Federated Learning
Dev Gurung
Mengyue Deng
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222
1
0
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Optimal Transport-based Domain Alignment as a Preprocessing Step for Federated Learning
International Conference on Information Photonics (ICIP), 2025
Luiz Manella Pereira
M. Amini
FedML
232
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04 Jun 2025
How to Evaluate Participant Contributions in Decentralized Federated Learning
Honoka Anada
Tatsuya Kaneko
Shinya Takamaeda-Yamazaki
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193
0
0
29 May 2025
An Empirical Study of Federated Prompt Learning for Vision Language Model
International Joint Conference on Artificial Intelligence (IJCAI), 2024
Zhihao Wang
Wenke Huang
Tian Chen
Zekun Shi
Guancheng Wan
Yu Qiao
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Jian Wang
Bing Li
Mang Ye
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259
1
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29 May 2025
CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning
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Aditya Sinha
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303
0
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SHE-LoRA: Selective Homomorphic Encryption for Federated Tuning with Heterogeneous LoRA
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Li Yan
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Lei Yu
Chao Shen
268
1
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Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare
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Lei Wang
Thomas H. Gillespie
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204
6
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Yirong Chen
Botian Shi
Guosun Zeng
268
2
0
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Haoran Li
H. Chen
Jun Yan
Lijuan Wang
Jiahua Shi
Shiping Chen
Jun Shen
FedML
255
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0
25 May 2025
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Chaouki Ben Issaid
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198
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21 May 2025
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Lidia Garrucho
Víctor M. Campello
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Karim Lekadir
208
5
0
20 May 2025
Approximated Behavioral Metric-based State Projection for Federated Reinforcement Learning
International Joint Conference on Artificial Intelligence (IJCAI), 2025
Zengxia Guo
Bohui An
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FedML
244
0
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15 May 2025
Robust Federated Learning with Confidence-Weighted Filtering and GAN-Based Completion under Noisy and Incomplete Data
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FedML
282
1
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236
2
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Bant: Byzantine Antidote via Trial Function and Trust Scores
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Vladimir Aletov
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622
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Adaptive Latent-Space Constraints in Personalized Federated Learning
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Fatemeh Tavakoli
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266
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FNBench: Benchmarking Robust Federated Learning against Noisy Labels
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Jia Li
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Xujing Li
Sheng Sun
Gang Xu
Longji Xu
Qi Li
Min Liu
FedML
286
6
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Hongtao Lv
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FedML
213
2
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Enhancing Noisy Functional Encryption for Privacy-Preserving Machine Learning
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Jasmin Zalonis
212
0
0
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Balancing Client Participation in Federated Learning Using AoI
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Zhiying Wang
274
0
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Secure Cluster-Based Hierarchical Federated Learning in Vehicular Networks
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Sinem Coleri
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192
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Online Federation For Mixtures of Proprietary Agents with Black-Box Encoders
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Anastasis Kratsios
FedML
404
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Federated learning, ethics, and the double black box problem in medical AI
Joshua Hatherley
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310
2
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29 Apr 2025
FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs
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Federated Out-of-Distribution Generalization: A Causal Augmentation View
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Zhuang Qi
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307
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A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging
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J. Gong
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372
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Soft-Label Caching and Sharpening for Communication-Efficient Federated Distillation
Kitsuya Azuma
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424
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Switch-Based Multi-Part Neural Network
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Paritosh Ranjan
Prodip Roy
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214
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Federated Learning: A Survey on Privacy-Preserving Collaborative Intelligence
Edward Collins
FedML
489
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24 Apr 2025
Learning Critically: Selective Self Distillation in Federated Learning on Non-IID Data
IEEE Transactions on Big Data (IEEE Trans. Big Data), 2024
Yuting He
Yiqiang Chen
Xiaodong Yang
H. Yu
Yi-Hua Huang
Yang Gu
FedML
457
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20 Apr 2025
FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Mingzhe Han
Dongsheng Li
Jiafeng Xia
Jiahao Liu
Hansu Gu
Peng Zhang
Ning Gu
Tun Lu
FedML
237
4
0
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Battery-aware Cyclic Scheduling in Energy-harvesting Federated Learning
International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2025
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Nikolaos Pappas
356
2
0
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FLSSM: A Federated Learning Storage Security Model with Homomorphic Encryption
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96
1
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FedDiverse: Tackling Data Heterogeneity in Federated Learning with Diversity-Driven Client Selection
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Barbara Caputo
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257
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Query-based Knowledge Transfer for Heterogeneous Learning Environments
International Conference on Learning Representations (ICLR), 2025
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343
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206
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FedSAUC: A Similarity-Aware Update Control for Communication-Efficient Federated Learning in Edge Computing
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256
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