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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

Nikolay A. Simakov

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Book Open access Jul 2026

Moore’s Law for Molecular Dynamics Simulations: An Initial Study

The feasibility of AI-assisted meta-analysis for understanding historical trends in scientific computing workloads is demonstrated and suggests that MD system sizes and the number of independent runs have not grown substantially over the last two decades, whereas simulation duration shows a clearer, approximately expon...

Alexey N. Simakov, Nikolay A. Simakov · 0 citations
Book Open access Jul 2026

Analyzing HPC Job Wait Times under Resource Scaling Using Historical Workload Data

This work presents a data-driven framework that leverages historical job traces to estimate the impact of resource modifications on queue performance, and introduces the Weighted Wait-Time Score (WWS), a bounded metric that captures both typical and tail wait-time behavior.

Bipin Gaikwad, Shraddha Singh, M. Joshi et al. · 0 citations

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