Author

Ziwei Liu

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Preprint Sep 2026

Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System

The results show that the value of UMMs extends beyond a unified interface: appropriate specialization, shared task knowledge, and end-to-end optimization can turn coexistence into synergy.

Peng-Hao Wu, Hai-Wen Diao, Wei-Chen Fan et al. · 2 citations

Preprint Jul 2026

Vision as Unified Multimodal Generation

Experiments show that a single unified model can match leading task-specialized systems across structured visual understanding, dense geometric prediction, segmentation, and multi-view visual geometry.

Xiaoyang Han, Jianhua Li, Kewang Deng et al. · 1 citation