EdgeFD uses a KMeans-based client-side filter to improve federated distillation accuracy close to IID levels on non-IID data distributions for resource-constrained edge devices.
Fedcmd: A federated cross-modal knowledge distillation for drivers’ emotion recognition.ACM Transactions on Intelligent Systems and Technology, 15(3):1–27
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Federated Distillation on Edge Devices: Efficient Client-Side Filtering for Non-IID Data
EdgeFD uses a KMeans-based client-side filter to improve federated distillation accuracy close to IID levels on non-IID data distributions for resource-constrained edge devices.