Author

Zhuoyan Xu

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#natural language process... Preprint Sep 2026

DEdit: Iterative Draft Editing for Speculative Decoding

DEdit is introduced, a diffusion-based drafter that can not only draft by conventional parallel unmasking but also iteratively edit its draft through token-to-token predictions, and ProposalMix, a training scheme that mixes draft predictions with ground-truth tokens based on first-pass confidence during training.

Long-Xuan Yu, Bingsen Chen, Peng Shi et al. · 0 citations

Jul 2026

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs

SmartVL is proposed, a unified adaptive inference framework that jointly controls vision token number and model compute capability in response to varying input contents and compute budgets and consistently outperforms prior adaptive methods and achieves superior accuracy-efficiency Pareto frontiers.

Pengcheng Wang, Zhiquan Wang, Jayoung Lee et al. · arXiv.org · 0 citations