Author

Yuxuan Zhou

h-index 3 View on Semantic Scholar

We have 3 of 11 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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

#natural language process... Jul 2026

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. · arXiv.org · 0 citations

Jun 2026

Plan Right, Then Plan Tight: Symbolic RL for Efficient Embodied Reasoning

This work shows that a single BDDL specification, automatically constructed from open-world video evidence or curated tasks, can serve as a shared interface for data construction, plan verification, and reward design and introduces GroupAdapt, a difficulty-aware length schedule that uses the in-batch group pass rate as...

Xiangli Shi, Xiaomeng Zhu, Ye Tian et al. · arXiv.org · 0 citations