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Robust Decentralized Federated Learning Using Collaborative Decisions
(
Institute of Electrical and Electronics Engineers Inc.
, 2022 , Conference Paper)
Federated Learning (FL) has attracted a lot of attention in numerous applications due to recent data privacy regulations and increased awareness about data handling issues, combined with the ever-increasing big-data sizes. ...
Federated Learning Stability Under Byzantine Attacks
(
Institute of Electrical and Electronics Engineers Inc.
, 2022 , Conference Paper)
Federated Learning (FL) is a machine learning approach that enables private and decentralized model training. Although FL has been shown to be very useful in several applications, its privacy constraints cause a lack of ...