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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

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Jinpyo Kim

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Preprint Sep 2026

Dynamic HBM Repartitioning for Multi-Turn MoE Serving

Long-running multi-turn requests accumulate reusable key-value (KV) state. Once this state exceeds a fixed GPU KV-cache allocation, serving systems evict reusable prefixes, repeat prefill work, and may preempt requests. This pressure is particularly acute for Mixture-of-Experts (MoE) models: their expert weights occupy...

Jinpyo Kim, Mingi Kwon, Younghoon Min et al. · 0 citations

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