Author

Hui Tian

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Conference Aug 2026

Computing Assignment and Radio Resource Allocation for Edge-End Collaborative Inference in Mobile Edge Computing

The growing usage of AI and large models has driven increasing demand for edge-end collaborative inference in mobile edge computing. However, inefficient resource utilization still prevents effective support for such services, especially reflected in difficulty of coordinating numerous computation requests with limited...

Hao Luo, Hui Tian, Hui-Qing Ao et al. · 2026 IEEE/CIC International... · 0 citations

Open access Aug 2026

Adaptive Hyperparameter Adjustment and Resource Allocation for Federated Learning in the Industrial Internet of Things

This paper proposes a communication-efficient adaptive federated learning algorithm for heterogeneous defect classification tasks that achieves competitive classification accuracy while reducing single-round training time by up to 70%.

Shuo He, He-Yang Wei, Congxian Bi et al. · Electronics · 0 citations