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Prototype learning with structural-semantic alignment for interpretable molecular relational learning

delete2026-02-02
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PRE
AI
P
Peiliang Zhang
袁景凌 封面图
袁景凌 (Jingling Yuan)
王建民 封面图
王建民 (Jianmin Wang)
Y
Yongjun Zhu
L
Lin Li
DOI:10.1016/j.knosys.2026.115460delete
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摘要

摘要

En 中文
• PSSA mitigates inconsistencies in MRL caused by conformation sensitivity. • ChemAlign integrates molecular information by structure-guided semantic learning. • RCProto enhances interpretability by prototype generation, fine-tuning, and matching. • PSSA outperforms comparative models in predictive performance and interpretability.
Keyword:
PSSA
ChemAlign
RCProto
prototype learning
molecular relational learning

期刊

K
Knowledge-Based Systems
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

Y
yonsei university
学者数:
3.7K
论文数: 1.5K
被引数: 0
W
Wuhan University of Technology
学者数:
3.4W
论文数: 2.4W
被引数: 4.4W
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