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Zhongying Chen

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#federated learning Open access Sep 2026

Budget-Prioritized Dynamic Regrouping for Edge Federated Services Under Workload Drift and Privacy-Budget Constraints

A dynamic regrouping problem that jointly captures workload pressure, remaining privacy budget, service utility, and regrouping cost is formulated and Budget-Prioritized Dynamic Regrouping (BP-DR) is proposed, a triggered local method that evaluates single-node candidate operations and commits at most one regrouping op...

Li Zhao, Long Chen, Zhong-Ying Chen · Entropy · 0 citations

Open access 2026

Distilling Temporal Knowledge: A GPT-BEF Based Framework for Building Energy Consumption Forecasting

With the rapid growth of smart-building applications, accurate forecasting of building energy consump- tion faces two critical challenges: some operational features (e.g., occupancy or equipment load) cannot be predicted accurately or may be entirely unavailable due to sensor malfunctions at prediction time, and com- p...

Yusen Wang, Xilei Dai, Zhenhong Lin et al. · Energy Use · 0 citations