Learning-Debiased-Disentangled icon indicating copy to clipboard operation
Learning-Debiased-Disentangled copied to clipboard

Validation set for CMNIST

Open googlebaba opened this issue 3 years ago • 5 comments

Dear authors, I want to know the data setting of validation set for CMNIST. Does the validation set have the same bias degree with training set? Thanks in advance.

googlebaba avatar Dec 07 '21 15:12 googlebaba

Thanks for your interest in our work. Like you asked, the bias degree of the validation set is same as that of the training set.

leebebeto avatar Dec 07 '21 17:12 leebebeto

Thanks for the reply. From the code, it seems that you directly pick the best test results without using the validation set, correct?

googlebaba avatar Dec 07 '21 22:12 googlebaba

We used the same bias severity as used in the unbiased test set for tuning the hyper parameters. Thank you.

leebebeto avatar Dec 08 '21 01:12 leebebeto

Thanks, so, I wonder what's the function of the validation set?

googlebaba avatar Jan 06 '22 20:01 googlebaba

We used the validation set for evaluating the classification accuracy on bias-aligned samples mainly. Thank you!

leebebeto avatar May 21 '22 05:05 leebebeto