Federated Learning

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

Toward Smart Security Enhancement of Federated Learning Networks

Authors: Junjie Tan, Ying-Chang Liang, Nguyen Cong Luong, Dusit Niyato | Published: 2020-08-19
Poisoning
Poisoning Attack
Federated Learning
2020.08.19 2025.05.28
Literature Database

Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy

Authors: Nuria Rodríguez-Barroso, Goran Stipcich, Daniel Jiménez-López, José Antonio Ruiz-Millán, Eugenio Martínez-Cámara, Gerardo González-Seco, M. Victoria Luzón, Miguel Ángel Veganzones, Francisco Herrera | Published: 2020-07-02 | Updated: 2020-10-06
Privacy Management
Machine Learning
Federated Learning
2020.07.02 2025.05.28
Literature Database

Backdoor Attacks on Federated Meta-Learning

Authors: Chien-Lun Chen, Leana Golubchik, Marco Paolieri | Published: 2020-06-12 | Updated: 2020-12-16
Backdoor Attack
Poisoning
Federated Learning
2020.06.12 2025.05.28
Literature Database

Secure Byzantine-Robust Machine Learning

Authors: Lie He, Sai Praneeth Karimireddy, Martin Jaggi | Published: 2020-06-08 | Updated: 2020-10-18
MPC Algorithm
Privacy Assessment
Federated Learning
2020.06.08 2025.05.28
Literature Database
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