Federated Learning

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

Privacy-preserving medical image analysis

Authors: Alexander Ziller, Jonathan Passerat-Palmbach, Théo Ryffel, Dmitrii Usynin, Andrew Trask, Ionésio Da Lima Costa Junior, Jason Mancuso, Marcus Makowski, Daniel Rueckert, Rickmer Braren, Georgios Kaissis | Published: 2020-12-10
Data Protection Method
Watermarking Settings for Medical Data
Federated Learning
2020.12.10 2025.05.28
Literature Database

BlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture

Authors: Harsh Bimal Desai, Mustafa Safa Ozdayi, Murat Kantarcioglu | Published: 2020-10-14
Blockchain Technology
Poisoning
Federated Learning
2020.10.14 2025.05.28
Literature Database

Privacy-Preserving Object Detection & Localization Using Distributed Machine Learning: A Case Study of Infant Eyeblink Conditioning

Authors: Stefan Zwaard, Henk-Jan Boele, Hani Alers, Christos Strydis, Casey Lew-Williams, Zaid Al-Ars | Published: 2020-10-14
Machine Learning
Federated Learning
Face Recognition
2020.10.14 2025.05.28
Literature Database

A(DP)$^2$SGD: Asynchronous Decentralized Parallel Stochastic Gradient Descent with Differential Privacy

Authors: Jie Xu, Wei Zhang, Fei Wang | Published: 2020-08-21
Membership Inference
Information-Theoretic Privacy
Federated Learning
2020.08.21 2025.05.28
Literature Database
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