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Author

Xue-Ao Zhang

2 papers indexed here

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Coupling large language models with domain-specific small models: toward efficient extraction, management and validation of 2D materials literature data.

Two-dimensional (2D) materials exhibit distinctive physical, chemical, and electronic-structure properties that make them highly attractive for energy storage and conversion applications. However, the synthesis routes, performance metrics, and article-level metadata are scattered across different literature studies, wh...

Li-Jun Shang, Wen-Qiang Kang, Ya-Dong Yu et al. · 0 citations
Open access Aug 2026

Multi-objective and cross-scale inverse design of temperature-control materials via physics-constrained machine learning

An artificial intelligence framework that incorporates a physics-constrained inverse-design system (PHICS) built upon a directed acyclic graph (DAG) architecture for CPCMs, integrating interface, phase, and carrier engineering.

Dong-Liang Ding, Min-Hao Zou, Ruo-Yu Huang et al. · 0 citations

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