Author

Shufan Yang

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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

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