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hi there today were looking at weight standardization by c1 cow who you won Shan Chi Yu Wei Shen Alan youll of John Hopkins University so weight standardization is a normalization technique for training neural networks and it goes basically in conjunction with another technique called group normalization so if you havent group normalization norm that is ugly if you havent seen my video on group normalization and dont know what it is I suggest you go watch that first or read the group norm paper or some blog post because weight standardization is usually used together with group norm in order to work well and thats what this paper also says even though its pretty much independent but here you can see their main results so they compare batch norm group norm and weight standardization used with group norm then they can as you can see here they can outperform in the image net top one accuracy the other two models and the important part here as you can see is batch norm is trained w