of the gradients in the middle is also much much lower and this yeah this investigation I find pretty cool I have to say I have seen mixup in practice so it might be useful I've read a paper where they basically say oh it was a big transfer paper yeah where they basically say it is useful if you have for example if you have little data and a big model so you can sort of regularize the model and is also useful to know that they did test this with drop out so we can they compared it with drop out and the conclusion is basically that this is