Parameter efficient multi-model vision assistant for polymer solvation behaviour inference

Abstract Polymer–solvent systems exhibit complex solvation behaviours encompassing a diverse range of phenomena, including swelling, gelation, and dispersion. Accurate interpretation is often hindered by subjectivity, particularly in manual rapid screening assessments. While computer vision models h...

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Bibliographic Details
Main Authors: Zheng Jie Liew, Ziad Elkhaiary, Alexei A. Lapkin
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01658-7
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