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Standard Deviation Activation Layer #10

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@nearpit

Dear Authors,

Thank you for sharing your paper and code. While reviewing the variational distributions' implementations, I noticed that in PID, the standard deviation uses a tanh activation, whereas in PIB, you use softplus. Could you clarify the reason for this difference?

Was this done because the vCLUB implementation uses 2 * tanh, while VIB/DVB by [Alemi et al. 2016] uses softplus(x-5) from Eq.(19)?

Additionally, could you also please clarify why both losses are used if they seem to collapse into one at the end, if I’m not mistaken?

Image

I would appreciate any kind of guidance for that matter.

Best,
Ilia

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