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and Urvoy-Keller, Guillaume and Biersack, Ernst W

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cs.LG 1

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2026 1

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Beyond Prediction: Tail-Aware Scheduling for LLM Inference

cs.LG · 2026-06-16 · unverdicted · novelty 7.0

Presents a distribution-aware scheduling framework for LLM inference that reduces P99 TTLT by 35-50% and TTFT by 34-47% versus SRPT with perfect length knowledge using statistical signals instead of predictions.

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  • Beyond Prediction: Tail-Aware Scheduling for LLM Inference cs.LG · 2026-06-16 · unverdicted · none · ref 13

    Presents a distribution-aware scheduling framework for LLM inference that reduces P99 TTLT by 35-50% and TTFT by 34-47% versus SRPT with perfect length knowledge using statistical signals instead of predictions.