Abstract: Hierarchical federated learning (HFL) improves the scalability and efficiency of traditional federated learning (FL) by incorporating a hierarchical topology into the FL framework. In a ...

These hierarchies build upon each other, which improves explainability by decomposing the learning process into interpretable stages. Meanwhile, federated learning ensures data stays local, mitigating ...

This repository contains an implementation of federated learning for a hierarchical approach to behavioral cloning in care robotics. By training locally and exchanging only model weights, we preserve ...

The introduction of BadUnlearn highlights a previously unaddressed security risk, demonstrating that FU alone is not a ...

That all changed when they adopted federated learning. Federated learning is emerging as a game-changing approach for enterprises looking to leverage the power of LLMs while maintaining data ...

G is known as the fifth generation of wireless technology. If you have a 5G cell phone, its connection is made faster and more flexible by 5G.

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