Concrete Compressive Strength Prediction, External Benchmark Validation, and Scenario-Based Candidate Mixture Screening Using TabPFN and NSGA-II

Public concrete datasets often contain duplicate records, coupled variables, and cross-source distribution shifts, which may lead to overly optimistic model evaluation. Based on a deduplicated UCI high-performance concrete dataset (1005 samples), this study develops a leakage-controlled data-driven...

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Detalhes bibliográficos

Principais autores:	Wei Chen, Yinggang Liu, Liukui Zhu, Yinbo Zhang, Weifei Zhao, Xiaofang Zhao, Baoyu Dong
Formato:	Artigo
Idioma:	Inglês
Publicado em:	MDPI AG 2026-06-01
coleção:	Buildings
Assuntos:	concrete compressive strength TabPFN external benchmark applicability domain SHAP NSGA-II
Acesso em linha:	https://www.mdpi.com/2075-5309/16/13/2489
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