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Qing-Yang Han

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Sep 2026

Beyond Funnel-Style High-Throughput Screening: An Expert-Guided Multi-Scale Nexus for Polynary Perovskite Electrocatalyst Exploration

Navigating the vast compositional landscape of polynary oxide electrocatalysts is traditionally limited by funnel-style screening paradigms that treat high-fidelity data as binary gates rather than informative training signals. Here, we present an expert-guided multiscale framework for Pr–Sr–Co-Fe perovskites. By int...

Si-Yu Ma, Hong-Yuan He, Yu-Xiang Cai et al. · 0 citations

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