Author

Y. Nurakhov

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Open access Aug 2026

Machine Learning-Based Early Warning System for Transport-Layer Bottlenecks in Open-Source 5G Testbeds

This study designs and evaluates a machine learning-based early warning system that anticipates transport-layer bottlenecks several seconds in advance and catches most impending bottlenecks at high precision at five seconds.

Y. Nurakhov, A. Mukhanbet, D. Marlambekov et al. · Algorithms · 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. · Technologies · 0 citations