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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

Deepak Kumar

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2 papers indexed here

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Conference Aug 2026

An EfficientUNet Approach for Forest and Non-Forest Segmentation Using Sentinel-2 Satellite Imagery

EfficientUNet is evaluated for binary forest/non-forest semantic segmentation of Sentinel-2 imagery over Meghalaya, Northeast India, and benchmarked against U-Net, ViT-Seg, and DeepLabV3+. As no manually annotated dataset exists for this region, Pseudo Labels were generated via an adaptive spectral voting algorithm on...

Skhembor Suchen, Mhasivilie Sekhose, Deepak Kumar · 0 citations
#machine learning Preprint Sep 2026

PrefixBench-H100: Characterizing Prefix Reuse and Time-to-First-Token in H100 LLM Serving

The goal of PrefixBench-H100 is to expose the practical operating envelope of prefix reuse for H100-class LLM serving, and identifies the regime where prefix reuse provides substantial first-token latency reductions and the regime where cache pressure erodes them.

Omkar Shewale, Deepak Kumar, Divakar Yadav · 0 citations

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