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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Yi-Cai Zhang

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Open access Sep 2026

LLM-Driven Signal Control Method for Signalized Intersections with Mixed Traffic Flow

This paper proposes integrating a Large Language Model (LLM) into signal control: roadside devices perceive traffic states, prompt engineering is constructed, and the LLM is driven to reason and generate control signals, on this basis, a CAV speed guidance algorithm is proposed.

Jun-Yao Lin, Yi-Cai Zhang, Tao Wang · 0 citations
Conference Aug 2026

MSHC-YOLO: multiscale heterogeneous convolution for small object detection in traffic scenes

This work proposes MSHC-YOLO, a Multi-Scale Heterogeneous Convolution module that decomposes standard convolution into three parallel kernels with distinct shapes to capture direction-specific spatial structures at negligible parameter cost and interacts synergistically with the P2 head, validating that the shallower t...

Guoshun Cui, Yi-Cai Zhang, Xin-Yan Huang et al. · 0 citations

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