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Author

Deng-Yang Jiang

2 papers indexed here

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Preprint Sep 2026

Beyond Future Prediction: Denoising as Generative Adaptation for Robot Control

Pretrained generative Diffusion Transformers (DiTs) capture rich pixel-level visual and language-conditioned structure through large-scale image and video generation training. A growing line of robot policies builds on this generative prior, but how it should be transferred to control remains unclear, and existing appr...

Zan-Yi Wang, Yu-Heng Lei, Deng-Yang Jiang et al. · 0 citations
Preprint Aug 2026

An Empirical Study of Training Pixel-Space Text-to-Image Diffusion Models

This paper investigates an increasingly important topic in generative modeling: pixel-space diffusion models. Although numerous studies have explored this topic, most focus on small-scale or class-conditional settings. Consequently, a practical recipe for training pixel-space models that rival or exceed well-establishe...

Deng-Yang Jiang, Ruoyi Du, Zhen-Nan Chen et al. · 3 citations

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