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cs.LG2025
Encoded Spatial Attribute in Multi-Tier Federated Learning
Asfia Kawnine, Francis Palma, Seyed Alireza Rahimi Azghadi +1
This research presents an Encoded Spatial Multi-Tier Federated Learning approach for a comprehensive evaluation of aggregated models for geospatial data. In the client tier, encodi…
cs.LG2024
Achieving Pareto Optimality using Efficient Parameter Reduction for DNNs in Resource-Constrained Edge Environment
Atah Nuh Mih, Alireza Rahimi, Asfia Kawnine +4
This paper proposes an optimization of an existing Deep Neural Network (DNN) that improves its hardware utilization and facilitates on-device training for resource-constrained edge…