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Author

Chun-Rui Zheng

2 papers indexed here

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Preprint Oct 2026

When Does Better Acceptance Pay? A Controlled Study of Speculative Decoding

The throughput gains of speculative decoding depend on the trade-off between acceptance length and execution latency. We ask when additional acceptance is worth the cost of obtaining it. We establish a comparison protocol spanning training, inference, and evaluation, remeasuring released checkpoints and retraining six...

Yong-Chao Long, Chun-Rui Zheng, Yuxuan Zhou et al. · 0 citations

Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes

This work presents a principled analysis of the distributions induced by lossy verification methods, and shows that many seemingly distinct approaches differ only superficially and can be unified into two categories: truncation-based verification and collaborative verification.

Tian-Yu Wang, Yuxuan Zhou, Heng Li et al. · 0 citations

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