SLO-Guard improves tuning budget consistency for SLO-constrained LLM serving by handling crashes explicitly and using a two-phase feasible-first exploration plus exploitation strategy.
Algorithms for hyper-parameter optimization
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2026 2verdicts
CONDITIONAL 2representative citing papers
SLO-Guard, a crash-aware two-phase autotuner for vLLM serving, achieves no best-latency improvement over random search but demonstrates more consistent budget allocation across 150 trials on Qwen2-1.5B/A100.
citing papers explorer
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SLO-Guard: Crash-Aware, Budget-Consistent Autotuning for SLO-Constrained LLM Serving
SLO-Guard improves tuning budget consistency for SLO-constrained LLM serving by handling crashes explicitly and using a two-phase feasible-first exploration plus exploitation strategy.
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Copy First, Translate Later: Interpreting Translation Dynamics in Multilingual Pretraining
SLO-Guard, a crash-aware two-phase autotuner for vLLM serving, achieves no best-latency improvement over random search but demonstrates more consistent budget allocation across 150 trials on Qwen2-1.5B/A100.