Author

Zhiyuan Yan

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Preprint Aug 2026

UniWorld-Design: From Pixel Generation to Layer-Native Design

We introduce UniWorld-Design, a framework that redefines image generation from flat pixel synthesis to structured visual composition, with semantic RGBA layers as the atomic units of generation, understanding, and editing. Our key insight is that pixels define how an image is rendered, whereas layers define how an imag...

Zongjian Li, Zhi-Yuan Yan, Chenxu Bai et al. · 0 citations

Preprint Jul 2026

Hypothesis-and-Refinement Learning of Organic Structures from Multimodal Spectroscopic Data

Determining molecular structures from spectroscopic data remains fundamentally challenging because the inverse problem is intrinsically underdetermined: individual spectra are sparse, low-dimensional, and encode only partial structural evidence relative to the vast space of possible molecules. We address this challenge...

Chengchun Liu, Zhiyuan Yan, Li Yuan et al. · 0 citations

Open access Jul 2026

Navigating chemical-linguistic sharing space with heterogeneous molecular encoding

HME is presented, a framework that combines multiple views of molecules to improve molecular understanding and design and enables bidirectional navigation of the chemical-linguistic space, achieving consistent improvements across molecular comprehension and design tasks over strong baselines.

Liuzhenghao Lv, Hao Li, Yu Wang et al. · Nature Communications · 0 citations