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Author

Cong Wang

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Preprint Aug 2026

Dynamic Distribution-Aware Uncertainty Tracking in Vision-Language Representation Learning

A Dynamic Distribution-Aware Uncertainty Quantification framework (DDA-UQ) is proposed that shifts the paradigm from static mapping to a dynamic distribution-aware process and significantly outperforms state-of-the-art methods.

Ao Zhou, Zhiwei Jiang, Zi-Feng Cheng et al. · 0 citations
Preprint Aug 2026

Accelerating Diffusion Language Models via Structured Suffix Modeling

This work proposes a structured suffix modeling method that incorporates the decoding results from the previous step into the suffix token representations at the current step, allowing them to carry evolving denoising information across generation steps.

Zi-Feng Cheng, Keda Li, Zhiwei Jiang et al. · 0 citations

Rethinking BCE Loss for Multi-Label Image Recognition with Fine-Tuning

Class-wise Covariance Regularization is proposed, which aligns the predicted covariance structure of class confidences with the semantic correlations encoded in pretrained text embed-dings with the geometric consistency of the class space throughout fine-tuning, resulting in more stable and interpretable confidence dis...

Ao Zhou, Zhi-Wei Jiang, Zi-Feng Cheng et al. · 0 citations

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