Articles

DWFed: A statistical- heterogeneity-based dynamic weighted model aggregation algorithm for federated learning

• Aiguo Chen
• Yang Fu
• Lingfu Wang
• Guiduo Duan

A systematic survey on the application of federated learning in mental state detection and human activity recognition

in Digital Mental Health

• Albin Grataloup
• Mascha Kurpicz-Briki

An EMD-Based Adaptive Client Selection Algorithm for Federated Learning in Heterogeneous Data Scenarios

in Sustainable and Intelligent Phytoprotection

• Aiguo Chen
• Yang Fu
• Zexin Sha
• Guoming Lu

Intrusion detection framework based on homomorphic encryption in AMI network

in Interdisciplinary Physics

• Jing Wang
• Zhuoqun Xia
• Yaling Chen
• Chang Hu
• Fei Yu

EnDuSecFed: an ensemble approach for privacy preserving Federated Learning with dual-security framework for sustainable healthcare

in Cybersecurity and Privacy

• Bela Shrimali
• Jenil Gajjar
• Swapnoneel Roy
• Sanjay Patel
• Kanu Patel
• Ramesh Ram Naik

Decentralized asynchronous adaptive federated learning algorithm for securely prediction of distributed power data

in Smart Grids

• Qiang Li
• Di Liu
• Hui Cao
• Xiao Liao
• Xuanda Lai
• Wei Cui

Efficacy of federated learning on genomic data: a study on the UK Biobank and the 1000 Genomes Project

in Medicine and Public Health

• Dmitry Kolobkov
• Satyarth Mishra Sharma
• Aleksandr Medvedev
• Mikhail Lebedev
• Egor Kosaretskiy
• Ruslan Vakhitov

Efficient federated learning for distributed neuroimaging data

• Bishal Thapaliya
• Riyasat Ohib
• Eloy Geenjaar
• Jingyu Liu
• Vince Calhoun
• Sergey M. Plis

FedCMC: a federated learning model with contribution fairness based on multi-center core data extraction for assessing the myometrial invasion status of endometrial cancer

in Gynecological Oncology

• Yuping Li
• Bao Feng
• Yuan Chen
• Xiaohong Ruan
• Jiangfeng Shi
• Ximiao Wang
• Xianyan Wen
• Peijun Li
• Junqi Sun
• Changye Zheng

Federated learning for fair autism spectrum disorder screening across age-heterogeneous populations

in Health Informatics

• Siwar Rekik
• Sajid Mehmood
• Lamia Berriche

Federated Learning for Audio Semantic Communication

in Data Science for Communications

• Haonan Tong
• Zhaohui Yang
• Sihua Wang
• Ye Hu
• Omid Semiari
• Walid Saad
• Changchuan Yin

Agentic AI for smart and sustainable precision agriculture

in Sustainable and Intelligent Phytoprotection

• Parvathaneni Naga Srinivasu
• Aruna Pavate
• G. JayaLakshmi
• Jana Shafi
• Jaeyoung Choi
• Muhammad Fazal Ijaz

A meta-learning-based robust federated learning for diagnosing lung adenocarcinoma and tuberculosis granulomas

in Cancer Imaging and Image-directed Interventions

• Yuyao Chen
• Lei Liu
• Bao Feng
• Yehang Chen
• Jun Xu
• Huan Lin
• Kunwei Li
• Xiaodong Chen
• Yuting Ke
• Haoyang Zhou

A new clustered federated learning algorithm for heterogeneous data in high-precision wireless sensing

in Machine Learning and Artificial Intelligence

• Zongrui Tian
• Jiasheng Tian

Technical and legal aspects of federated learning in bioinformatics: applications, challenges and opportunities

in Health Informatics

• Daniele Malpetti
• Marco Scutari
• Francesco Gualdi
• Jessica van Setten
• Sander van der Laan
• Saskia Haitjema
• Aaron Mark Lee
• Isabelle Hering
• Francesca Mangili

Entropy-adaptive differential privacy federated learning for student performance prediction and privacy protection: a case study in Python programming

in Machine Learning and Artificial Intelligence

• Shanwei Chen
• Xiuzhi Qi