Hierarchy-boosted funnel learning for identifying semiconductors with ultralow lattice thermal conductivity

Abstract Data-driven machine learning (ML) has demonstrated tremendous potential in material property predictions. However, the scarcity of materials data with costly property labels in the vast chemical space presents a significant challenge for ML in efficiently predicting properties and uncoverin...

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Bibliographic Details
Main Authors: Mengfan Wu, Shenshen Yan, Jie Ren
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01583-9
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