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Yu-Yang He

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#natural language process... Preprint Oct 2026

D-Loop: Looped Diffusion Drafting for Speculative Decoding

Block diffusion accelerates speculative decoding by drafting multiple tokens in one forward pass. However, each position predicts a marginal distribution without observing earlier proposed tokens, limiting draft quality and acceptance length. We identify a concrete failure, the \emph{repetition trap}, in which neighbor...

Ke-Cheng Chen, Yu-Yang He, Cheng Gong et al. · 0 citations

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