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Shuyan Zhang

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#graph neural networks Open access Oct 2026

SizeResGraph-Guided GFN2-xTB Screening of Low-Gap Thiophene-Containing Polymer Repeat Units

Abstract Low-gap conjugated polymers are widely studied for optoelectronic applications, but their vast repeat-unit space makes exhaustive quantum-chemical screening impractical. We developed SizeResGraph, a directed-bond graph neural network with a bounded size-dependent readout, to rank thiophene-containing repeat un...

Bowen Shi, Shuyan Zhang, Jiongzhou Wu et al. · 0 citations

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