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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

Mingzhe Lyu

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Open access 2026

HiFA-Diff: A High-Frequency-Aware Diffusion Framework for Meteorological Downscaling to 1-km Resolution

Experiments on an ERA5-to-weather research and forecasting (WRF) benchmark over the Yangtze River Delta demonstrate that HiFA-diff substantially outperforms conventional baselines, underscoring its potential for operational high-resolution weather modeling and forecast enhancement.

Mingzhe Lyu, Peng-Bo Xu, Juan Zhang et al. · 0 citations
Jul 2026

BlindPSNR: A No-Reference Fidelity Predictor for Low-Light Image Enhancement

BlindPSNR is proposed, a lightweight no-reference network that fuses the enhanced image with the degraded low-light input via windowed cross-attention and estimates PSNR through heteroscedastic regression, providing exact supervision without a separate teacher network.

Mingzhe Lyu, Jin-Qiang Cui, Hong Zhang · 0 citations

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