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Author

Yuhui Deng

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2026

Automatic Model Compression and Quantized Deployment of Convolutional Neural Networks on Programmable Data Planes

The rapid development of programmable network devices and the widespread adoption of machine learning (ML) in networking have facilitated efficient research into intelligent data planes (IDPs). Offloading ML to programmable data planes (PDPs) enables quick analysis and responses to network traffic dynamics, and efficie...

Xiaoquan Zhang, Mai Zhang, L. Cui et al. · 0 citations
2026

Latency-Sensitive and Resource-Efficient Parallel VNF Placement in Mobile Edge Networks: A Dynamic Graph Weighting Approach

Mobile edge networks delivers low-latency, high-quality services by deploying Virtual Network Functions (VNFs) on resource-constrained edge nodes. However, sequential VNF processing incurs significant latency, while reusing existing VNFs under heavy demand may force requests onto longer paths, increasing bandwidth cons...

Yuhao Xie, Zhen Zhang, Yuhui Deng et al. · 0 citations

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