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He-Yuan Yao

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Preprint Sep 2026

Multi-Turn LLM Conversations under the Least-Recently-Used Policy: Mean-Field Asymptotics and Hit Ratio Approximation

The major workloads in modern large language model (LLM) serving systems have shifted from single-shot LLM calls to multi-turn conversations, where new responses are generated based on the whole conversation history across all previous turns. The hit ratio, i.e., the average fraction of KV caches accessed directly from...

He-Yuan Yao, Chu-Tong Gao, Yuan Lyu et al. · 0 citations
Sep 2026

Non-preemptive Datacenter Scheduling via Scaling Cycles

Modern data center servers process multiple jobs in parallel to improve performance. However, each job demands some subset of a server's resources (e.g., CPUs, memory, storage), and a set of jobs can run in parallel only if there are sufficient computational resources to meet each job's needs. Given a stream of arrivin...

Zhong-Rui Chen, He-Yuan Yao, Izzy Grosof et al. · 0 citations

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