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A Geometric Algebra-Informed 3DGS Framework for Wireless Channel Prediction

arXiv:2605.19065v3 Announce Type: replace Abstract: In this paper, we introduce Geometric Algebra-Informed 3D Gaussian Splatting (GAI-GS), a framework for wireless modeling that couples 3D Gaussian splatting with a geometric algebra-based attention mechanism to explicitly model ray-object interactions in complex propagation environments. GAI-GS encodes joint spatial-electromagnetic (EM) relations into token representations, enabling scene-level aggregation within a unified, end-to-end neural...

arXiv CS 8d ago