Federated Learning

An advanced data fabric architecture leveraging homomorphic encryption and federated learning

Authors: Sakib Anwar Rieyan, Md. Raisul Kabir News, A. B. M. Muntasir Rahman, Sadia Afrin Khan, Sultan Tasneem Jawad Zaarif, Md. Golam Rabiul Alam, Mohammad Mehedi Hassan, Michele Ianni, Giancarlo Fortino | Published: 2024-02-15
Privacy Protection
Medical Image Analysis
Federated Learning
2024.02.15 2025.05.27
Literature Database

FedSiKD: Clients Similarity and Knowledge Distillation: Addressing Non-i.i.d. and Constraints in Federated Learning

Authors: Yousef Alsenani, Rahul Mishra, Khaled R. Ahmed, Atta Ur Rahman | Published: 2024-02-14
Client Clustering
Clustering methods
Federated Learning
2024.02.14 2025.05.27
Literature Database

FedMIA: An Effective Membership Inference Attack Exploiting “All for One” Principle in Federated Learning

Authors: Gongxi Zhu, Donghao Li, Hanlin Gu, Yuan Yao, Lixin Fan, Yuxing Han | Published: 2024-02-09 | Updated: 2025-03-27
Poisoning
Membership Inference
Federated Learning
2024.02.09 2025.05.27
Literature Database

Position Paper: Assessing Robustness, Privacy, and Fairness in Federated Learning Integrated with Foundation Models

Authors: Xi Li, Jiaqi Wang | Published: 2024-02-02
Privacy Protection
Fairness evaluation
Federated Learning
2024.02.02 2025.05.27
Literature Database

Federated unsupervised random forest for privacy-preserving patient stratification

Authors: Bastian Pfeifer, Christel Sirocchi, Marcus D. Bloice, Markus Kreuzthaler, Martin Urschler | Published: 2024-01-29
Clustering methods
Random Forest
Federated Learning
2024.01.29 2025.05.27
Literature Database

Blockchain-enabled Trustworthy Federated Unlearning

Authors: Yijing Lin, Zhipeng Gao, Hongyang Du, Jinke Ren, Zhiqiang Xie, Dusit Niyato | Published: 2024-01-29
Watermarking
Federated Learning
Adaptive Retraining Mechanism
2024.01.29 2025.05.27
Literature Database

Vulnerabilities of Foundation Model Integrated Federated Learning Under Adversarial Threats

Authors: Chen Wu, Xi Li, Jiaqi Wang | Published: 2024-01-18 | Updated: 2024-04-02
Prompt Injection
Poisoning
Federated Learning
2024.01.18 2025.05.27
Literature Database

ADVENT: Attack/Anomaly Detection in VANETs

Authors: Hamideh Baharlouei, Adetokunbo Makanju, Nur Zincir-Heywood | Published: 2024-01-16
Dataset Generation
Malicious Node Detection
Federated Learning
2024.01.16 2025.05.27
Literature Database

Towards Efficient and Certified Recovery from Poisoning Attacks in Federated Learning

Authors: Yu Jiang, Jiyuan Shen, Ziyao Liu, Chee Wei Tan, Kwok-Yan Lam | Published: 2024-01-16 | Updated: 2024-01-19
Poisoning
Poisoning Attack
Federated Learning
2024.01.16 2025.05.27
Literature Database

Brave: Byzantine-Resilient and Privacy-Preserving Peer-to-Peer Federated Learning

Authors: Zhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Radha Poovendran | Published: 2024-01-10
Byzantine Resilience
Poisoning
Federated Learning
2024.01.10 2025.05.27
Literature Database
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