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Author

Pingting Hao

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Sep 2026

Adaptive Hypergraph-Induced Dual-Structure Tensor Embedding for Multi-View Image Representation Learning.

Multi-View Multi-Label Learning is pivotal for visual content understanding yet faces two fundamental bottle-necks: (i) Structural Decoupling, where prevalent matrix flattening severs intrinsic high-order correlations between visual features and semantic concepts; and (ii) Semantic Uniformity Bias, where the neglect of...

Ping-Ting Hao, Hui-Jie Zhang, Yong-Shan Zhang et al. · 0 citations
Preprint Aug 2026

Respect Your Zero-Shot Uncertainty: Conservative Calibration for Test-Time-Adapted Vision-Language Models

It is shown that TTA can increase confidence and reduce entropy even when the top-1 prediction and its correctness remain unchanged, a failure mode the authors term prediction-preserving sharpening, and proposed Zero-Shot-Anchored Entropy Calibration (ZAEC), a label-free post-hoc method that uses zero-shot entropy as a...

Jing-Yan Jiang, Yaru Sun, Xiao Chen et al. · 0 citations

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