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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

D. Lebedev

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Open access Aug 2026

KazRNA-Pipe-GPU-Accelerated, Reproducible Nextflow Workflow for Integrated Bulk and Single-Cell Transcriptomic Profiling

KazRNA-Pipe is presented, an open-source Nextflow v26.6 workflow processing both bulk and single-cell RNA sequencing (RNA-seq) within a unified Singularity-containerized environment with graphics processing unit (GPU) acceleration through the RAPIDS ecosystem.

M. Ashimgaliyev, Beimbet Daribayev, A. Zhumadillayeva et al. · 0 citations
Open access Jul 2026

Robust Offline Multi-Agent Reinforcement Learning for Latency-Aware SDN Path Control in 6G-Oriented Network Softwarization

Future sixth-generation (6G)-oriented networks require programmable control that can adapt routing to latency and congestion without unsafe online exploration. This study evaluates offline multi-agent deep deterministic policy gradient (MADDPG) with behavior-adjusted training rewards for latency-aware path control in s...

A. Kyzyrkanov, Y. Nurakhov, Zhenis Otarbay et al. · 0 citations

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