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Tian-Hua Xia

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#machine learning Preprint Sep 2026

Acceptance-Aware Draft Model Training for Speculative Decoding

Speculative decoding accelerates large language model (LLM) inference by using a lightweight draft model to generate multiple candidate tokens that are verified by the target model in a single forward pass. Its speedup is largely determined by the acceptance length, yet existing draft-model training methods mainly opti...

Tian-Hua Xia, M. Ganesan, Yi-Fei Feng et al. · 0 citations