Federated Learning

A review of federated learning in renewable energy applications: Potential, challenges, and future directions

Authors: Albin Grataloup, Stefan Jonas, Angela Meyer | Published: 2023-12-18
Energy Management
Personalization Method
Federated Learning
2023.12.18 2025.05.27
Literature Database

Towards Reliable Participation in UAV-Enabled Federated Edge Learning on Non-IID Data

Authors: Youssra Cheriguene, Wael Jaafar, Halim Yanikomeroglu, Chaker Abdelaziz Kerrache | Published: 2023-12-16
Participant Selection Method
Attack Method
Federated Learning
2023.12.16 2025.05.27
Literature Database

Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning

Authors: Jianwei Li, Sheng Liu, Qi Lei | Published: 2023-12-10 | Updated: 2024-03-15
Watermarking
Privacy Protection Method
Federated Learning
2023.12.10 2025.05.28
Literature Database

Privacy-preserving quantum federated learning via gradient hiding

Authors: Changhao Li, Niraj Kumar, Zhixin Song, Shouvanik Chakrabarti, Marco Pistoia | Published: 2023-12-07
Communication Efficiency
Federated Learning
Quantum Machine Learning
2023.12.07 2025.05.28
Literature Database

FedBayes: A Zero-Trust Federated Learning Aggregation to Defend Against Adversarial Attacks

Authors: Marc Vucovich, Devin Quinn, Kevin Choi, Christopher Redino, Abdul Rahman, Edward Bowen | Published: 2023-12-04
Backdoor Attack
Malicious Client
Federated Learning
2023.12.04 2025.05.28
Literature Database

MIA-BAD: An Approach for Enhancing Membership Inference Attack and its Mitigation with Federated Learning

Authors: Soumya Banerjee, Sandip Roy, Sayyed Farid Ahamed, Devin Quinn, Marc Vucovich, Dhruv Nandakumar, Kevin Choi, Abdul Rahman, Edward Bowen, Sachin Shetty | Published: 2023-11-28
Privacy Protection Method
Membership Inference
Federated Learning
2023.11.28 2025.05.28
Literature Database

A Blockchain-empowered Multi-Aggregator Federated Learning Architecture in Edge Computing with Deep Reinforcement Learning Optimization

Authors: Xiao Li, Weili Wu | Published: 2023-10-14
Byzantine Consensus Mechanism
Blockchain Technology
Federated Learning
2023.10.14 2025.05.28
Literature Database

Secure Decentralized Learning with Blockchain

Authors: Xiaoxue Zhang, Yifan Hua, Chen Qian | Published: 2023-10-10 | Updated: 2024-03-11
Blockchain Technology
Poisoning
Federated Learning
2023.10.10 2025.05.28
Literature Database

Privacy-Preserving Financial Anomaly Detection via Federated Learning & Multi-Party Computation

Authors: Sunpreet Arora, Andrew Beams, Panagiotis Chatzigiannis, Sebastian Meiser, Karan Patel, Srinivasan Raghuraman, Peter Rindal, Harshal Shah, Yizhen Wang, Yuhang Wu, Hao Yang, Mahdi Zamani | Published: 2023-10-06
Privacy Protection Method
Multi-Party Computation
Federated Learning
2023.10.06 2025.05.28
Literature Database

zkFL: Zero-Knowledge Proof-based Gradient Aggregation for Federated Learning

Authors: Zhipeng Wang, Nanqing Dong, Jiahao Sun, William Knottenbelt, Yike Guo | Published: 2023-10-04 | Updated: 2024-05-10
Watermarking
Privacy Protection
Federated Learning
2023.10.04 2025.05.28
Literature Database
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