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Jin-Dong Gu

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Preprint Oct 2026

DWISE: Denoising Workload-Informed Scheduling Engine

Unlike autoregressive large language models (AR-LLMs), diffusion LLMs (dLLMs) generate text by iteratively denoising many tokens in parallel, offering a promising path to efficient inference. Existing serving frameworks, however, schedule dLLM requests with policies designed for AR models, namely first-come-first-serve...

Lie Li, Wen Li, Jun-Xiao Shen et al. · 0 citations

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