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Yi-Ming Qin

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#machine learning Preprint Oct 2026

Enhancing Diffusion Language Models with Autoregressive Post-Training Weights

Diffusion language models (dLLMs) have emerged as a promising alternative to autoregressive (AR) language models, offering flexible token-update orders and parallel decoding. Recent dLLMs are often initialized from pretrained AR models before diffusion conversion in order to inherit their learned representations. After...

Yi-Ming Qin, Ke Wang, Amel Abdelraheem et al. · 0 citations
Preprint Sep 2026

OmniTaskonomy: When Does Visual Generation Improve Visual Understanding?

Training a model to generate visual content can encourage it to learn rich perceptual capabilities related to geometry, spatial relationships, and objectness; yet, its benefits for visual understanding remain unclear. We ask: when and how does visual generation supervision improve visual understanding? We study control...

Jia-Xin Ge, Yi-Ming Qin, Ji Xie et al. · 0 citations

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