Federated Learning

Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning

Authors: Rasheed el-Bouri, Tingting Zhu, David A. Clifton | Published: 2021-07-04
Scheduling Method
Deep Learning Technology
Federated Learning
2021.07.04 2025.05.28
Literature Database

Segmented Federated Learning for Adaptive Intrusion Detection System

Authors: Geet Shingi, Harsh Saglani, Preeti Jain | Published: 2021-07-02
Cybersecurity
Machine Learning Method
Federated Learning
2021.07.02 2025.05.28
Literature Database

Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning

Authors: Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou | Published: 2021-06-18 | Updated: 2022-07-07
Poisoning
Federated Learning
Adaptive Adversarial Training
2021.06.18 2025.05.28
Literature Database

Accumulative Poisoning Attacks on Real-time Data

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2021-06-18 | Updated: 2021-10-26
Online Learning
Backdoor Attack
Federated Learning
2021.06.18 2025.05.28
Literature Database

Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning

Authors: Xiaolin Chen, Shuai Zhou, Bei guan, Kai Yang, Hao Fan, Hu Wang, Yongji Wang | Published: 2021-05-20 | Updated: 2021-12-08
Privacy Protection Method
Computational Efficiency
Federated Learning
2021.05.20 2025.05.28
Literature Database

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond

Authors: Julian Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus Bloice, Nina C Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald HHW Schmidt, Christof Tschohl, Nina K Wenke, Jan Baumbach | Published: 2021-05-12
Data Management System
Privacy Enhancing Protocol
Federated Learning
2021.05.12 2025.05.28
Literature Database

An Efficient Learning Framework For Federated XGBoost Using Secret Sharing And Distributed Optimization

Authors: Lunchen Xie, Jiaqi Liu, Songtao Lu, Tsung-hui Chang, Qingjiang Shi | Published: 2021-05-12
Distributed Learning
Computational Efficiency
Federated Learning
2021.05.12 2025.05.28
Literature Database

Federated Quantum Machine Learning

Authors: Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-22
Deep Reinforcement Learning
Federated Learning
Quantum Neural Network
2021.03.22 2025.05.28
Literature Database

Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions

Authors: Alberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez, Adrian Flanagan, Kuan Eeik Tan | Published: 2020-12-12
Attack Methods against DFL
Poisoning
Federated Learning
2020.12.12 2025.05.28
Literature Database

On Lightweight Privacy-Preserving Collaborative Learning for Internet of Things by Independent Random Projections

Authors: Linshan Jiang, Rui Tan, Xin Lou, Guosheng Lin | Published: 2020-12-11
Data Privacy Assessment
Data Protection Method
Federated Learning
2020.12.11 2025.05.28
Literature Database
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