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Shenghui Song

2 papers indexed

arxivcs.ITeess.SP2026-07-20

Task-Oriented Precoding for Edge Inference over Large-Scale MIMO Systems

Hongru Li, Zeyan Zhuang, Zixin Wang, Hengtao He, Shenghui Song, Jun Zhang, et al.

Future wireless networks are expected to support networked artificial intelligence (AI) services, where multiple devices transmit learned features to an edge server for distributed inference. This setting calls for task-oriented physical-layer optimization, where wireless transmi…

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arxiveess.SPcs.DC2026-07-18

Task-Oriented Communication with Hybrid-Precision Models

Songjie Xie, Wei Guo, Shenghui Song, Jun Zhang, Ying-Jun Angela Zhang, Khaled B. Letaief

Edge inference has emerged as a promising solution for the proliferation of artificial intelligence (AI) services by deploying models at the network edge to circumvent cloud-routing latency. Existing edge inference approaches mainly focused on either cooperative inference to redu…

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