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Jia-Jia Liu

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2026

D2D- and NOMA-Enhanced Multi-Cell RAN Slicing for Maximizing Service Capacity Under Security Isolation Constraints

In radio access network (RAN) slicing, achieving both high service capacity and strong security isolation is critically important but inherently conflicting. While fine-grained orthogonal resource allocation can balance this tradeoff for small-scale networks, it fundamentally fails to support the rapid increase in the...

Yuan-Yuan Sun, Zhen-Jiang Shi, Jia-Dai Wang et al. · 0 citations
#edge computing Open access Aug 2026

DAPart: An Online DRL-based Adaptive Partition Framework for DNN Inference Acceleration and Energy Conservation in Edge Computing

An online Deep Reinforcement Learning (DRL) based adaptive partition method to dynamically determine optimal partitioning decision so as to jointly accelerate DNN inference and mitigate energy consumption is developed.

Shu-Bin Zhang, Junrong Ma, Kai-Kai Chi et al. · 0 citations

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