To address the above issues, Li et. al. rethink the properties of convolution in Involution: Inverting the Inherence of Convolution for VisualRecognition. The authors propose the \"involution kernel\", that is location-specific and channel-agnostic. Due to the location-specific nature of the operation, the authors say that self-attention falls under the design paradigm of involution.