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Open access Sep 2026

Spatial sliding-window attention for learning solution operators of partial differential equations

This paper studies a spatial sliding-window attention mechanism for learning solution operators of partial differential equations in a data-driven setting. The mechanism is formulated as an explicit spatial-locality bias that retains only nearby interactions and avoids materializing the full spatial score matrix. We de...

Hao-Ran Wang, Fei Song, Xin-Wei Huang · 0 citations

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