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Han Shi

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#artificial intelligence Preprint Sep 2026

Less Uniform Discrete Diffusion is More Powerful and Scalable

Although uniform diffusion language models (UDLMs) represent a promising diffusion paradigm, scaling them remains challenging. We identify the core obstacle as an over-uniform training objective and condition-target confusion during sampling. To address these, we propose Less Uniform Diffusion (LUDI), a novel UDLM fram...

Kai-Bo Wang, Ding Ding, Fang-Yuan Ding et al. · 0 citations
Jul 2026

Boogu-Image-0.1: Boosting Open Agentic Multimodal Generation via Understanding under a Minimal Budget

It is demonstrated that strengthening the understanding capability of the Boogu-Image system, through a stronger multimodal encoder, agentic prompt rewriting, and related techniques, together with improvements in data quality, training pipelines, and agentic inference-time scaling, can substantially enhance generation...

Guoxuan Chen, Chufeng Xiao, Haoran Yang et al. · 3 citations
Preprint Aug 2026

AdaMTP: An Adaptive Training Paradigm for Multi-Token Prediction

AdaMTP is proposed, an adaptive training paradigm that dynamically aligns the prediction horizon with the intrinsic predictability of the sequence, and consistently outperforms standard MTP in both task performance and inference speedup.

Ziqiang Cui, Han Shi, Bowei He et al. · 0 citations

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