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Chao-Rui Deng

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#artificial intelligence Preprint Sep 2026

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

Vision-of-Thought (VoT), a framework that introduces a discrete visual-thinking layer between vision-language models (VLMs) and diffusion transformers (DiTs) that improves semantic alignment and provides a structured interface for interpretable and controllable generation is proposed.

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. · 2 citations

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