Comment by jwilber

Convolutions are used in many non-image applications, including language (eg dilated convolutions have been popular for some time) and 1D cases. The paper I linked references the hyena operator, which is literally a convolution replacement for attention (though it’s often used in hybrid architectures like the one I linked).