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Weiyang Liu

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#machine learning Preprint Aug 2026

Normalized Low-Rank Adaptation

Normalized Low-Rank Adaptation (NoRA) is introduced, a simple yet effective method that normalizes the down-projection matrices during training, improving standard LoRA without requiring repeated normalization throughout training.

Jiale Kang, Zi-Yin Yue, Zheng Zhan et al. · 0 citations
Preprint Aug 2026

XYZFlow:Scaling Multi dimensional Shortcut Flows for Efficient Generative Modeling

High-fidelity image generation faces a trade-off between speed and quality. Diffusion models produce strong visuals but require costly iterative sampling. Existing efficient methods mainly distill pretrained models into few-step samplers, a challenging process that depends heavily on teacher-model quality. In this pape...

Jin-Xiu Liu, Xuan Liu, K. Mei et al. · 0 citations

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