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Author

Hongli Yu

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#machine learning Preprint Oct 2026

LED: Improving Masked Diffusion Language Models by Lookahead Editing

This design introduces a rewritable proposal that uses additional compute to improve expressivity while keeping the simple mask-based transition schedule of MDMs, and fine-tune Qwen2.5-7B and Qwen3-8B to obtain LED-\texttt{7B} and LED-\texttt{8B}, respectively.

Yu-Yan Zhou, Ze-Yuan Yang, Yuxuan Song et al. · 0 citations
Preprint Jul 2026

Spectral Rewiring for Exploration, Purification, and Model Merging

Subspace-Aligned Rewiring (SAR) shows that extracting reasoning-effective updates from parameter geometry can serve as a training-free mechanism to improve reasoning and multi-domain performance.

Zhilong Zhang, Hongli Yu, Huan Gao et al. · 0 citations

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