A Symmetry-Aware Multimodal Transformer for Spin Hall Conductivity Prediction

Published: 21 Apr 2025, Last Modified: 21 Apr 2025AI4X 2025 OralEveryoneRevisionsBibTeXCC BY 4.0
Keywords: Spin Hall Effect, Multimodal Transformer, Crystallographic Symmetry, Reciprocal-Space Band Structure, Graph Neural Network, Ab Initio Validation
TL;DR: we propose a symmetry-aware multi-modal transformer architecture to synergistically integrate real-space crystallographic geometry with the reciprocal-space electronic structure descriptors for the Spin Hall Conductivity prediction.
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Submission Number: 157
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