Efficient federated knowledge distillation strategy for heterogeneous data in the Internet of Things

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Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1. 1A Hybrid‐Update Efficient Federated Learning Method Based on Multi‐Teacher Knowledge Distillation in the Internet of Things2025
2. 2Latency-efficient edge intelligence in IoT networks using knowledge distillation2026
3. 3Federated Knowledge Transfer Fine-tuning Large Server Model with Resource-Constrained IoT Clients2024
4. 4Breaking Barriers of System Heterogeneity: Straggler-Tolerant Multimodal Federated Learning via Knowledge Distillation2024 · 2 citations
5. 5A Multi-objective Alternating Knowledge Distillation Method for Heterogeneous Federated Learning2026