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Dong-Ming Jin

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#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
Jul 2026

PF2UML: An Automated Model-Driven Transformation from Problem Frames to UML Requirement Models

The proposed PF2UML establishes seamless and traceable integration from requirements modeling to system design, significantly reducing manual effort and improving consistency for complex interdisciplinary system development.

Hongbin Xiao, Zhi Li, Yilong Yang et al. · 0 citations

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