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Author

Wenkai Li

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#artificial intelligence Preprint Oct 2026

Can Visual Generation Expand What Unified Multimodal Models Know?

Unified multimodal models (UMMs) receive image-generation supervision that exposes them to visual information not fully documented in text. Can learning to generate images expand what pretrained models know? We introduce Knowledge Transfer Probing (KTP), a controlled protocol that supplies new knowledge through image-g...

Wen-Kai Li, Wen-Yi Hong, Zhuo-Yi Yang et al. · 0 citations
Book Open access Aug 2026

Nüwa: A Generative Control Plane for AI Network Simulation

Nüwa is presented, which views routing as a compilation problem, it leverages the hierarchical and symmetric structure common in AI fabrics and compiles a declarative topology description together with routing policies into compact forwarding artifacts that are fast to generate and efficient to look up.

Wenkai Li, Ran Shu, Peng Zhang et al. · 0 citations

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