Tag: federated learning
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Federated Geometry-Aware Correction Boosts Exemplar Replay
Improve federated continual learning with FEAT: geometry-aware correction enhances exemplar replay under dynamic data heterogeneity and class imbalance.
FedDAP: Domain-Aware Prototype Learning for Federated AI
Discover FedDAP, a domain-aware prototype learning method enhancing federated learning performance under domain shifts with dual alignment strategy.
SubFLOT: Efficient Personalized Federated Learning via Optimal Transport
Discover SubFLOT, a novel framework enhancing federated learning efficiency and personalization using optimal transport and adaptive regularization techniq...
Adaptive Differential Privacy for Federated Medical Image Segmentation
Enhance medical image segmentation with adaptive differential privacy in federated learning, ensuring privacy and high accuracy across diverse imaging moda...
Boost Federated Learning Robustness with Server Learning
Improve federated learning accuracy and security using server learning, client update filtering, and geometric median aggregation against malicious attacks...