Equivariance to translations implies the use of convolutions *if* we insist on using linear operators.
There are lots of non-linear operators that are equivariant.
Equivariance to translations beyond linear convolution operators
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Equivariance to translations implies the use of convolutions *if* we insist on using linear operators.
There are lots of non-linear operators that are equivariant.
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