Author

Chao-Rui Deng

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#artificial intelligence Preprint Sep 2026

VoT: Vision-of-Thought for Unified Multimodal Representation Alignment

Current text-to-image systems typically employ a"text encoder plus diffusion decoder"paradigm, in which text semantics directly modulate continuous latent noise. Despite their success, these methods lack an explicit, interpretable intermediate representation that effectively bridges high-level linguistic semantics and...

Jingxiang Sun, Chao Liao, Zheng-Xiong Luo et al. · 0 citations

Jul 2026

Scaling Properties of Text Conditioning in Visual Generation

Surprisingly, it is found that the converged diffusion loss scales with the amount of structured language in the prompt, and two complementary measures are adapted: a white-box likelihood metric (GPG) and a black-box attribute metric (ED).

Zilong Chen, Chao-Rui Deng, Kunchang Li et al. · arXiv.org · 2 citations