RHFL+ tackles data noise and model differences in federated learning.
Chun-Mei Feng, Yuanyang He, Jian Zou
― 6 min read
Latest Articles for Federated Learning
A new approach improves security in federated learning by focusing on client-side defenses.
Borja Molina-Coronado
― 6 min read
Learn how exclaves enhance privacy and integrity in federated learning models.
Jinnan Guo, Kapil Vaswani, Andrew Paverd
― 6 min read
A new approach enhances collaboration in Federated Learning while preserving data privacy.
Dipanwita Thakur, Antonella Guzzo, Giancarlo Fortino
― 5 min read
Hospitals collaborate safely using FedCAR for better medical image generation.
Minjun Kim, Minjee Kim, Jinhoon Jeong
― 6 min read
TRAIL enhances federated learning by addressing unreliable clients effectively.
Gangqiang Hu, Jianfeng Lu, Jianmin Han
― 5 min read
C-FedRAG empowers secure data sharing while ensuring confidentiality across organizations.
Parker Addison, Minh-Tuan H. Nguyen, Tomislav Medan
― 8 min read
A blend of federated learning and fuzzy cognitive maps enhances data privacy and collaboration.
Jose L Salmeron, Irina Arévalo
― 7 min read
Learn how devices collaborate without sharing personal data.
Junliang Lyu, Yixuan Zhang, Xiaoling Lu
― 6 min read
A new model to enhance cloud data security against malicious users.
Kishu Gupta, Deepika Saxena, Rishabh Gupta
― 6 min read
FedPIA enhances machine learning while safeguarding sensitive data privacy.
Pramit Saha, Divyanshu Mishra, Felix Wagner
― 6 min read
A fresh approach to federated learning that balances privacy and efficiency.
Dipam Goswami, Simone Magistri, Kai Wang
― 6 min read
Learn how Split Federated Learning keeps data safe while training smart models.
Justin Dachille, Chao Huang, Xin Liu
― 8 min read
Learn about DualGFL's impact on data privacy and efficiency.
Xiaobing Chen, Xiangwei Zhou, Songyang Zhang
― 5 min read
Federated Learning enables model training while keeping user data private and secure.
Ozgu Goksu, Nicolas Pugeault
― 7 min read
Discover how FLAMe enhances fall detection in smart cities while ensuring privacy.
Byeonghun Kim, Byeongjoon Noh
― 5 min read
Researchers innovate in automating code review using advanced technology and federated learning.
Jahnavi Kumar, Sridhar Chimalakonda
― 6 min read
Innovative models inspired by biology reshape energy-efficient network traffic prediction.
Theodoros Tsiolakis, Nikolaos Pavlidis, Vasileios Perifanis
― 5 min read
FedDP improves software defect predictions while ensuring data privacy.
Yuying Wang, Yichen Li, Haozhao Wang
― 5 min read
FedLEC improves federated learning performance by addressing label skews effectively.
Di Yu, Xin Du, Linshan Jiang
― 6 min read
FedGIG tackles privacy risks in graph data training.
Tianzhe Xiao, Yichen Li, Yining Qi
― 5 min read
Learn how federated learning enhances data privacy during AI model training.
Kunal Bhatnagar, Sagana Chattanathan, Angela Dang
― 6 min read
Learn how devices can share knowledge without exposing personal data.
Honggu Kang, Seohyeon Cha, Joonhyuk Kang
― 8 min read
ECoral enhances federated class-incremental learning while ensuring data privacy.
Rui Sun, Yumin Zhang, Varun Ojha
― 7 min read
Learn how ConDistFL improves AI model training with sensitive medical data.
Pochuan Wang, Chen Shen, Masahiro Oda
― 6 min read
A look into federated learning and its role in maintaining privacy while improving data accuracy.
Tony Cai, Abhinav Chakraborty, Lasse Vuursteen
― 5 min read
Calibre enhances personalized federated learning with better model performance and fairness.
Sijia Chen, Ningxin Su, Baochun Li
― 5 min read
A new method improves communication in Federated Learning while protecting privacy.
Xinyi Hu
― 6 min read
Innovative methods help rural clinics access advanced healthcare solutions.
Jiaqi Wang, Ziyi Yin, Quanzeng You
― 7 min read
Federated learning enhances machine learning while keeping data private.
Muhammad Irfan Khan, Elina Kontio, Suleiman A. Khan
― 9 min read
New tool enhances collaboration for brain tumor AI models.
Muhammad Irfan Khan, Elina Kontio, Suleiman A. Khan
― 7 min read
Learn how federated unlearning can protect your data privacy.
Zibin Pan, Zhichao Wang, Chi Li
― 5 min read
A new framework combines federated learning and blockchain to enhance privacy and security.
Ervin Moore, Ahmed Imteaj, Md Zarif Hossain
― 7 min read
Discover how smart microgrids can transform energy management for a sustainable future.
Nicolas M Cuadrado Avila, Samuel Horváth, Martin Takáč
― 6 min read