Intelligent diagnosis of gearbox in data heterogeneous environments based on federated supervised contrastive learning framework by Ruoyang Bai, Hongwei Wang, Wenlei Sun, Li He, Yuxin Shi, Qingang Xu, Yunhang Wang, Xicong Chen

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Adoption of Federated Learning for Healthcare Informatics: Emerging Applications and Future Directions by Vishwa Amitkumar Patel, Pronaya Bhattacharya, Sudeep Tanwar, Rajesh Gupta, Gulshan Sharma, Pitshou N. Bokoro, Ravi Sharma

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A sparse and invisible targeted backdoor attack in federated learning by Qikun Zhang, Mengyang Yu, Ruifang Wang, Yongjiao Li, Junling Yuan, Yu-an Tan

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FinGraphFL: Financial Graph-Based Federated Learning for Enhanced Credit Card Fraud Detection by Zhenyu Xia, Suvash C. Saha

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FedDSL: A Novel Client Selection Method to Handle Statistical Heterogeneity in Cross-Silo Federated Learning Using Flower Framework by Vineetha Pais, Santhosha Rao, Balachandra Muniyal

Subjects: “…Federated learning…”
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A privacy-enhanced framework with deep learning for botnet detection by Guangli Wu, Xingyue Wang

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Randomized Quantization for Privacy in Resource Constrained Machine Learning at-the-Edge and Federated Learning by Ce Feng, Parv Venkitasubramaniam

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Federated Mental Wellbeing Assessment Using Smartphone Sensors Under Unreliable Participation by Gavryel Martis, Ryan McConville

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Personalized Federated Learning with Progressive Local Training Strategy and Lightweight Classifier by Jianhao Liu, Wenjuan Gong, Ziyi Fang, Jordi Gonzàlez, Joel Rodrigues

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UniFL: Accelerating Federated Learning Using Heterogeneous Hardware Under a Unified Framework by Biyao Che, Zixiao Wang, Ying Chen, Liang Guo, Yuan Liu, Yuan Tian, Jizhuang Zhao

Subjects: “…Federated learning…”
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Sensitivity-Aware Differential Privacy for Federated Medical Imaging by Lele Zheng, Yang Cao, Masatoshi Yoshikawa, Yulong Shen, Essam A. Rashed, Kenjiro Taura, Shouhei Hanaoka, Tao Zhang

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Design of an improved model using federated learning and LSTM autoencoders for secure and transparent blockchain network transactions by R. Vijay Anand, G. Magesh, I. Alagiri, Madala Guru Brahmam, Balamurugan Balusamy, Chithirai Pon Selvan, Haya Mesfer Alshahrani, Masresha Getahun, Ben Othman Soufiene

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Elastic Optimization for Stragglers in Edge Federated Learning by Khadija Sultana, Khandakar Ahmed, Bruce Gu, Hua Wang

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DFL: Dynamic Federated Split Learning in Heterogeneous IoT by Eric Samikwa, Antonio Di Maio, Torsten Braun

Subjects: “…Federated learning…”
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Secure federated learning scheme based on adaptive Byzantine defense by ZHOU Yousheng, GAO Jingkun, ZUO Xiangjian, LIU Yuanni

Subjects: “…federated learning…”
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Model split-based data privacy protection method for federated learning by CHEN Ka

Subjects: “…federated learning…”
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FedMDKGE: Multi-granularity Dynamic Knowledge Graph Embedding in Federated Learning by Wei Huang, Junling Chen, Dexian Wang, Pengfei Zhang, Jia Liu, Tianrui Li

Subjects: “…Federated learning…”
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Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning With Adaptive Quantization and Differential Privacy by Emre Ardic, Yakup Genc

Subjects: “…Federated learning…”
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Trustworthy Reputation for Federated Learning in O-RAN Using Blockchain and Smart Contracts by Farhana Javed, Josep Mangues-Bafalluy, Engin Zeydan, Luis Blanco

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Robust-PFedproto: robust federated prototype learning based on personalized layers by XU Mingdi, LI Zhengxiao, WANG Zihang, JIN Chaoyang

Subjects: “…federated learning…”
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