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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

Hyun-Eem Choi

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Preprint Sep 2026

Accurate Simulation of Distributed Training Jobs with Network Contention Modeling

Trace-driven simulation is widely used to evaluate distributed training (DT) jobs in GPU clusters, but existing simulators either ignore network contention or approximate it with a fixed penalty. This misses how scheduling decisions determine which jobs share server network interfaces and inter-server links, thereby ch...

Yeonho Yoo, Hyunho Lee, Hyun-Eem Choi et al. · 0 citations

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