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Jinyu Liu

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#diffusion models Open access Oct 2026

Data-Driven Prospective Design of Phase-Inversion Conductive Polymer Membranes

Conductive polymer membranes combine separation and electrical functionality, but their design remains challenging because performance emerges from coupled effects of composition, fabrication, and operating conditions. Here, we assembled 396 membrane records from 77 publications and developed target-specific machine-le...

Jinyu Liu, Jiayue Hu, Zefang Huang et al. · 0 citations

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