Inconsistency of your code and paper.

[zzd1992]

I read your paper Concrete Dropout. I find an inconsistency of your code and paper. The regularizer of kernel matrix should be proportional to 1-p. (Eq.(3) of your paper) But in your code, it is inversely proportional to 1-p.

kernel_regularizer = self.weight_regularizer * K.sum(K.square(weight)) / (1. - self.p)

I am not sure whether I misunderstand your paper or code.

[yaringal]

that's because we reparametrise Wz (with z~Bern(p)^K) as Wz/(1-p) for it to have mean W. Then K.square(weight) has an added term 1/(1-p)^2 which cancels out the 1-p, giving 1/(1-p).

[XinDongol]

Could you please give some information how to derive equ(3) in this paper?

[Pran97]

Could you please give some information how to derive equ(3) in this paper?

XinDongol its Proposition 1 of Dropout as a Bayesian Approximation Appendix 1 (Gal's previous paper )