MANO replaces quadratic self-attention with multiscale windowed attention over progressively downsampled grids, keeping complexity linear and reporting competitive accuracy on vision and PDE benchmarks.
A multigrid tutorial
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Linear Attention with Global Context: A Multipole Attention Mechanism for Vision and Physics
MANO replaces quadratic self-attention with multiscale windowed attention over progressively downsampled grids, keeping complexity linear and reporting competitive accuracy on vision and PDE benchmarks.