I agree with you that it brings no additional information, in my training set the NoClass examples are around 70% of the dataset and I wonder which of the two explained situation are better in order to add the “pos_weight” parameter of BCEWithLogitsLoss.  Also the other classes are unbalanced, which is in the 30% of the dataset the classes are not equally distributed.