interesting trend you see is as they continue to increase the capacity of the model they get better results so the widening factor is highly correlated with success on this task and yeah so as they increase the representation capacity of the model Bay get better results so then also this shows how applying their new ResNet with the winding factor how this compares to the previous papers that have been published on self supervised learning so most interestingly the rotation paper that first came out using an Alex net style