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Boyue Wang

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نسخة أولية وصول مفتوح

FTD-GNO: Memory-Efficient Graph Neural Operators through Functional Tensor Decomposition of the Kernel

Xiaomin Zhang, Boyue Wang, Junbin Gao وآخرون · 2026

Graph Neural Operators (GNOs) provide flexible surrogate models for learning solution operators of partial differential equations (PDEs). However, standard GNOs typically parameterize the integral kernel with a monolithic neural network and evaluate kernel interactions over graph edges, leading to substantial computati …

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