Author

Hubery Yin

2 papers indexed here

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#artificial intelligence Preprint Nov 2026

WeLM-Image: A Unified Image Generation Model towards Visual Intelligence

We present \textbf{WeLM-Image}, a unified image foundation model that integrates multimodal understanding into text-to-image generation, instruction-guided editing, and multi-reference synthesis. Designed for single-GPU deployment in WeChat's large-scale consumer applications, the model processes text, reference images...

Can-Miao Fu, Chen Li, Guo-Hui Zhang et al. · 0 citations

#artificial intelligence Jun 2026

Wasserstein Convergence of ODE-Based Samplers in Decentralized Diffusion Model via Velocity Field Decomposition

A convergence guarantee in Wasserstein-2 distance is established, showing that the distribution of the $N$-step discretization converges to the analytical solution at rate $\mathcal{O}(N^{-1/2}+\varepsilon)$ in $W_2$, where $\varepsilon$ captures the neural approximation errors.

Chenchen Tang, Xuanyu Xue, Fangyikang Wang et al. · arXiv.org · 0 citations