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Author

Lin-Yu Li

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2 papers indexed here

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Oct 2026

Dual Uncertainty-Aware Guidance for Test-Time Visual Retrieval Under Distributional Variations.

Visual retrieval systems remain highly vulnerable to test-time distribution shifts caused by corruption, degradation, and environmental changes. Unlike classification, retrieval-time adaptation must preserve ranking consistency in a similarity space, where the dominant failure mode is not only inaccurate prediction con...

Yuan-Peng He, Li-Jian Li, Lin-Yu Li et al. · 0 citations
#machine learning Preprint Sep 2026

CalibHyper: Chance-Corrected Relational Hypergraphs for Few-Shot Molecular Property Prediction

Molecular property prediction is central to drug development and materials discovery, but experiments are costly and labeled data are scarce. Context-aware methods use auxiliary assay labels to support few-shot prediction, and recent work supervises property relations with label agreement. However, label agreement is s...

Lin-Yu Li, Zhi Jin, Yuan-Peng He et al. · 0 citations

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