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Laser: Unlocking Layer-Level Scheduling for Efficient Multi-SLO LLM Serving

Jianxiong Liao, Quanxing Dong, Yunkai Liang, Zhi Zhou, Xu Chen

2026Year
1Citations

Abstract

Engaging applications with diverse SLO requirements has become indispensable for production-scale LLM serving systems. However, existing systems rely on iteration-level scheduling, which enforces inflexible, unified execution across multi-SLO workloads, significantly constraining the serving efficiency.

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