the neighborhood that they aggregate over is no longer m by m it is now 1 by m so we've seen them going from if this is the the full input image and you wanna you wanna see where to attend what this paper does is it says a classic sorry a convolutional neural network would be attending to some sub part right this is convolution an attention mechanism pure attention would attend to everything right this is attention then what we are doing sorry that was a mistake what other people were doing were reverting back this attention