Tag: throughput
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Throughput-Optimal Scheduling Algorithms for LLM Inference and AI Agents
Throughput-Optimal Scheduling Algorithms for LLM Inference and AI Agents arXiv:2504.07347v1 Announce Type: new Abstract: As demand for Large Language Models (LLMs) and AI agents rapidly grows, optimizing systems for efficient LLM inference becomes critical. While significant efforts have targeted system-level engineering, little is explored through a mathematical modeling and queuing perspective. In this paper, we…