Author

Aoqi Wu

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#natural language process... Preprint Oct 2026

More Than Seeing: Vision as Scalable Anchors in Native Multimodal Pre-Training

Native multimodal pre-training trains a single model from scratch on text and multimodal data, enabling it to understand both language and visual inputs. However, how visual signals shape scaling behavior and support capabilities beyond visual understanding remains unclear. We investigate this question through controll...

Haoyuan Wu, Ao-Qi Wu, Jia-Ni Hu et al. · 0 citations

#computer vision Jul 2026

Scaling Native Multimodal Pre-Training From Scratch

This empirical research establishes the essential groundwork for predictably scaling multimodal foundation models by modeling the influence of data composition on compute laws and allocation exponents and derive an efficiency frontier specifying precise configurations of model size, token count, and data mixture.

Haoyuan Wu, Aoqi Wu, Hai Wang et al. · arXiv.org · 1 citation